diff --git a/.github/workflows/argilla.docs.yml b/.github/workflows/argilla.docs.yml
index 71ac121fd0..c4adb9770c 100644
--- a/.github/workflows/argilla.docs.yml
+++ b/.github/workflows/argilla.docs.yml
@@ -53,12 +53,21 @@ jobs:
           git config --global user.name "${{ github.actor }}"
           git config --global user.email "${{ github.actor }}@users.noreply.github.com"
 
+      - name: Print GitHub ref info
+        run:
+          echo "${{ github.ref }}"
+          echo "${{ github.head_ref }}"
+
       - run: pdm run mike deploy dev --push
         if: github.ref == 'refs/heads/feat/v2.0.0'
         # if: github.ref == 'refs/heads/develop'
+        env:
+          GH_ACCESS_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
 
       - run: pdm run mike deploy ${{ github.ref_name }} latest --update-aliases --push
         if: startsWith(github.ref, 'refs/tags/')
+        env:
+          GH_ACCESS_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
 
       - name: Extract branch name
         shell: bash
@@ -66,4 +75,6 @@ jobs:
         id: extract_branch_name
 
       - run: pdm run mike deploy ${{ steps.extract_branch_name.outputs.branch_name }} --push
-        if: startsWith(github.head_ref, 'docs/')
+        if: startsWith(github.ref, 'refs/heads/docs') || startsWith(github.head_ref, 'docs/')
+        env:
+          GH_ACCESS_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
\ No newline at end of file
diff --git a/argilla-frontend/assets/scss/abstract/placeholders/_placeholders.scss b/argilla-frontend/assets/scss/abstract/placeholders/_placeholders.scss
index b4b87879d7..c34163ab42 100644
--- a/argilla-frontend/assets/scss/abstract/placeholders/_placeholders.scss
+++ b/argilla-frontend/assets/scss/abstract/placeholders/_placeholders.scss
@@ -108,16 +108,6 @@
   margin: 0 auto;
   padding: 4em;
 }
-%collapsable-if-metrics {
-  padding-right: calc($sidebarMenuWidth + 56px);
-  transition: padding 0.25s linear 0.2s;
-  .--metrics & {
-    @include media(">desktop") {
-      padding-right: calc($sidebarWidth + 25px);
-      transition: padding 0.25s linear;
-    }
-  }
-}
 
 %clear {
   @include font-size(13px);
diff --git a/argilla-frontend/assets/scss/abstract/variables/_variables.scss b/argilla-frontend/assets/scss/abstract/variables/_variables.scss
index 09ca4b1c31..1a37bc2a16 100644
--- a/argilla-frontend/assets/scss/abstract/variables/_variables.scss
+++ b/argilla-frontend/assets/scss/abstract/variables/_variables.scss
@@ -202,12 +202,7 @@ $swift-linear-timing-function: linear !default;
 $swift-linear: all $swift-linear-duration $swift-linear-timing-function !default;
 
 // topbar
-$topbarHeight: 56px;
-
-// sidebar
-$sidebarPanelWidth: 280px;
-$sidebarMenuWidth: 70px;
-$sidebarWidth: $sidebarPanelWidth + $sidebarMenuWidth;
+$topbarHeight: $base-space * 7;
 
 // record
 $record-reference-border-color: palette(apricot, dark);
diff --git a/argilla-frontend/components/base/base-pagination/BasePagination.spec.js b/argilla-frontend/components/base/base-pagination/BasePagination.spec.js
deleted file mode 100644
index 725a29240d..0000000000
--- a/argilla-frontend/components/base/base-pagination/BasePagination.spec.js
+++ /dev/null
@@ -1,71 +0,0 @@
-import { shallowMount } from "@vue/test-utils";
-import BasePagination from "./BasePagination";
-import "@/plugins/plugins/filters";
-
-let wrapper = null;
-const options = {
-  propsData: {
-    totalItems: 500,
-    paginationSettings: {
-      disabledShortCutPagination: false,
-      maxRecordsLimit: 10000,
-      page: 2,
-      pageSizeOptions: [1, 10, 20, 50, 100],
-      size: 10,
-    },
-    onePage: false,
-    visiblePagesRange: 5,
-  },
-};
-beforeEach(() => {
-  wrapper = shallowMount(BasePagination, options);
-});
-
-afterEach(() => {
-  wrapper.destroy();
-});
-
-describe("BasePagination", () => {
-  it("render the component", () => {
-    expect(wrapper.is(BasePagination)).toBe(true);
-  });
-  it("emit event when previous is clicked", async () => {
-    return prevNextButtonEmition(".pagination__arrow--prev", -1);
-  });
-  it("emit event when next is clicked", async () => {
-    return prevNextButtonEmition(".pagination__arrow--next", 1);
-  });
-  it("emit event when page is clicked", async () => {
-    const page = wrapper.find(".pagination__number");
-    page.trigger("click");
-    wrapper.vm.$nextTick();
-    expect(wrapper.emitted("changePage")).toStrictEqual([
-      [Number(page.text()), wrapper.vm.paginationSettings.size],
-    ]);
-  });
-  it("should remove pagination buttons when records are 0", async () => {
-    await wrapper.setProps({
-      totalItems: 0,
-    });
-    expect(wrapper.find(".pagination").exists()).toBe(false);
-  });
-  it("should only render records number if one page is active", async () => {
-    await wrapper.setProps({
-      onePage: true,
-    });
-    expect(wrapper.find(".pagination").exists()).toBe(false);
-    expect(wrapper.find(".pagination__selector").exists()).toBe(false);
-  });
-});
-
-const prevNextButtonEmition = async (className, value) => {
-  const button = wrapper.find(className);
-  button.trigger("click");
-  wrapper.vm.$nextTick();
-  expect(wrapper.emitted("changePage")).toStrictEqual([
-    [
-      wrapper.vm.paginationSettings.page + value,
-      wrapper.vm.paginationSettings.size,
-    ],
-  ]);
-};
diff --git a/argilla-frontend/components/base/base-pagination/BasePagination.vue b/argilla-frontend/components/base/base-pagination/BasePagination.vue
deleted file mode 100644
index beb161428b..0000000000
--- a/argilla-frontend/components/base/base-pagination/BasePagination.vue
+++ /dev/null
@@ -1,444 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <div class="pagination__container">
-    <template v-if="!onePage">
-      <div v-click-outside="closePageSizeSelector" class="pagination__selector">
-        <span class="pagination__selector__title">Records per page:</span>
-        <div class="pagination__selector__content">
-          <a href="#" @click.prevent="showOptions = !showOptions">
-            {{ paginationSize }}
-            <svgicon name="chevron-up" width="12" height="12" />
-          </a>
-          <ul v-if="showOptions">
-            <li v-for="item in availableItemsPerPage" :key="item">
-              <a href="#" @click.prevent="changePageSize(item)">{{ item }}</a>
-            </li>
-          </ul>
-        </div>
-      </div>
-      <div v-if="totalItems > paginationSize" class="pagination">
-        <a
-          href="#"
-          class="pagination__arrow pagination__arrow--prev"
-          :class="currentPage <= 1 ? 'is-disabled' : null"
-          @click.prevent="prevPage"
-        >
-          <svgicon name="chevron-left" width="8" height="8" /> Prev
-        </a>
-        <ul class="pagination__numbers">
-          <li v-if="totalPages > 1 && !pages.includes(1)">
-            <a
-              href="#"
-              class="pagination__number"
-              :class="currentPage === 1 ? 'is-current' : null"
-              @click.prevent="changePage(1)"
-            >
-              {{ 1 }}
-            </a>
-          </li>
-          <li v-if="pages.length && totalPages > 1 && !pages.includes(1 + 1)">
-            ...
-          </li>
-          <template v-if="totalPages > 1">
-            <li v-for="i in pages" :key="i">
-              <a
-                href="#"
-                class="pagination__number"
-                :class="currentPage === i ? 'is-current' : null"
-                @click.prevent="changePage(i)"
-              >
-                {{ i }}
-              </a>
-            </li>
-          </template>
-          <li v-if="pages.length && !pages.includes(totalPages - 1)">...</li>
-          <li v-if="!pages.includes(totalPages)">
-            <a
-              href="#"
-              class="pagination__number"
-              :class="currentPage === totalPages ? 'is-current' : null"
-              @click.prevent="changePage(totalPages)"
-            >
-              {{ totalPages }}
-            </a>
-          </li>
-        </ul>
-        <a
-          href="#"
-          class="pagination__arrow pagination__arrow--next"
-          :class="currentPage >= totalPages ? 'is-disabled' : null"
-          @click.prevent="nextPage"
-        >
-          Next <svgicon name="chevron-right" width="8" height="8" />
-        </a>
-      </div>
-    </template>
-    <div class="pagination__info">
-      <template v-if="!onePage">
-        <strong>
-          {{ currentPaginationPosition }}
-        </strong>
-        of
-      </template>
-      <span class="total-records">{{ totalItems | formatNumber }} </span>
-      records
-    </div>
-  </div>
-</template>
-
-<script>
-import "assets/icons/chevron-left";
-import "assets/icons/chevron-right";
-import "assets/icons/chevron-up";
-
-export default {
-  props: {
-    totalItems: {
-      type: Number,
-      required: true,
-    },
-    paginationSettings: {
-      type: Object,
-      required: true,
-    },
-    onePage: {
-      type: Boolean,
-      default: false,
-    },
-    visiblePagesRange: {
-      type: Number,
-      default: 5,
-      validator: function (value) {
-        return value > 1 && value % 2 != 0;
-      },
-    },
-  },
-  data() {
-    return {
-      showOptions: false,
-    };
-  },
-  computed: {
-    totalPages() {
-      return Math.ceil(this.paginableTotalItems / this.paginationSettings.size);
-    },
-    paginableTotalItems() {
-      return this.totalItems >= this.maxRecordsLimit
-        ? this.maxRecordsLimit
-        : this.totalItems;
-    },
-    paginationSize() {
-      return this.paginationSettings.size;
-    },
-    maxRecordsLimit() {
-      return this.paginationSettings.maxRecordsLimit;
-    },
-    availableItemsPerPage() {
-      return this.paginationSettings.pageSizeOptions.filter(
-        (p) => p !== this.paginationSize
-      );
-    },
-    currentPaginationPosition() {
-      return this.isSingleRecordPage
-        ? this.currentPage
-        : this.currentPaginationRange;
-    },
-    currentPaginationRange() {
-      return `${this.currentRangeFrom} - ${this.currentRangeTo}`;
-    },
-    currentRangeFrom() {
-      return this.paginationSize * this.currentPage - (this.paginationSize - 1);
-    },
-    currentRangeTo() {
-      return this.paginationSize * this.currentPage > this.totalItems
-        ? this.totalItems
-        : this.paginationSize * this.currentPage;
-    },
-    currentPage() {
-      return this.paginationSettings.page;
-    },
-    isSingleRecordPage() {
-      return this.paginationSize === 1;
-    },
-    pages() {
-      const rangeOfPages = (this.visiblePagesRange - 1) / 2;
-      let start = this.currentPage - rangeOfPages;
-      start = start > 0 ? start : 1;
-      let end = this.currentPage + rangeOfPages;
-      end = end < this.totalPages ? end : this.totalPages;
-      const pages = [];
-      for (let i = start; i <= end; i++) {
-        pages.push(i);
-      }
-      return pages;
-    },
-    formattedLimit() {
-      return this.$options.filters.formatNumber(this.maxRecordsLimit);
-    },
-    message() {
-      return `<p>
-                You cannot go through more than ${this.formattedLimit} records.
-                To explore more records, you can combine queries, filters, and sorting to reduce your search results.
-                Visit this
-                <a
-                  href="${this.$config.documentationSiteQueryDatasets}"
-                  target="_blank"
-                >
-                  guide</a
-                > for using advanced queries.
-              </p>`;
-    },
-  },
-  watch: {
-    currentPage(newValue) {
-      this.isLastPageEqualToLimitSimilaritySearch(newValue) &&
-        this.showNotification();
-    },
-  },
-  mounted() {
-    window.addEventListener("keydown", this.keyDown);
-    this.isLastPageEqualToLimitSimilaritySearch(this.currentPage) &&
-      this.showNotification();
-  },
-  destroyed() {
-    window.removeEventListener("keydown", this.keyDown);
-  },
-  methods: {
-    nextPage() {
-      if (this.currentPage < this.totalPages) {
-        this.$emit("changePage", this.currentPage + 1, this.paginationSize);
-      }
-    },
-    prevPage() {
-      if (this.currentPage > 1) {
-        this.$emit("changePage", this.currentPage - 1, this.paginationSize);
-      }
-    },
-    changePage(pageNumber) {
-      this.$emit("changePage", pageNumber, this.paginationSize);
-    },
-    changePageSize(pageSize) {
-      this.showOptions = false;
-
-      this.$emit(
-        "changePage",
-        this.paginationSize === pageSize ? this.currentPage : 1,
-        pageSize
-      );
-    },
-    closePageSizeSelector() {
-      this.showOptions = false;
-    },
-    keyDown(event) {
-      const arrowRight = event.keyCode === 39;
-      const arrowLeft = event.keyCode === 37;
-      const allowPagination =
-        !this.paginationSettings.disabledShortCutPagination &&
-        !this.isEditableAreaFocused(event);
-      if (allowPagination) {
-        if (arrowRight) {
-          this.nextPage();
-        } else if (arrowLeft) {
-          this.prevPage();
-        }
-      }
-    },
-    isEditableAreaFocused(event) {
-      return (
-        event.target.tagName?.toLowerCase() === "input" ||
-        event.target.contentEditable?.toLowerCase() === "true"
-      );
-    },
-    showNotification() {
-      this.$notification.notify({
-        message: this.message,
-        type: "warning",
-      });
-    },
-    isLastPageEqualToLimitSimilaritySearch(pageNumber) {
-      return pageNumber === this.maxRecordsLimit / this.paginationSize;
-    },
-  },
-};
-</script>
-<style lang="scss" scoped>
-$pagination-size: 30px;
-.pagination {
-  $self: &;
-  display: flex;
-  justify-content: center;
-  align-items: center;
-  margin: auto;
-  font-weight: 400;
-  &__container {
-    position: fixed;
-    bottom: 0;
-    left: 0;
-    right: $sidebarMenuWidth;
-    display: flex;
-    align-items: center;
-    background: palette(grey, 800);
-    border-top: 1px solid palette(grey, 600);
-    min-height: 63px;
-    z-index: 99;
-    padding-right: 56px;
-    padding-left: 4em;
-    .--metrics & {
-      @include media(">desktop") {
-        padding-right: calc(294px + 10px);
-        transition: padding 0.1s ease-in-out;
-      }
-    }
-  }
-  &__arrow {
-    background: transparent;
-    text-decoration: none;
-    display: flex;
-    align-items: center;
-    justify-content: center;
-    height: $pagination-size;
-    padding: 0 10px;
-    transition: color 200ms ease-in-out;
-    outline: none;
-    border-radius: $border-radius;
-    svg {
-      margin-top: 1px;
-    }
-    &:hover {
-      transition: all 0.3s ease-in-out;
-      background: $black-4;
-    }
-    &--next {
-      margin-left: 1em;
-      svg {
-        margin-left: 0.5em;
-      }
-    }
-    &--prev {
-      margin-right: 1em;
-      svg {
-        margin-right: 0.5em;
-      }
-    }
-    &.is-disabled {
-      pointer-events: none;
-      opacity: 0.5;
-    }
-  }
-  &__numbers {
-    display: flex;
-    align-items: center;
-    list-style: none;
-    padding-left: 0;
-    @include font-size(14px);
-    #{$self}__number {
-      transition: all 0.3s ease-in-out;
-      display: flex;
-      align-items: center;
-      justify-content: center;
-      text-decoration: none;
-      min-width: $pagination-size;
-      height: $pagination-size;
-      border-radius: $border-radius;
-      margin: auto 0.5em;
-      outline: none;
-      padding: 5px;
-      &:hover {
-        transition: all 0.3s ease-in-out;
-        background: $black-4;
-      }
-      &.is-current {
-        pointer-events: none;
-        font-weight: 600;
-        background: $black-4;
-      }
-    }
-  }
-  &__selector {
-    position: relative;
-    margin-right: 3em;
-    display: flex;
-    align-items: center;
-    color: $black-54;
-    &__content {
-      position: relative;
-      & > a {
-        color: $black-54;
-        border: 1px solid palette(grey, 600);
-      }
-    }
-    &__title {
-      display: block;
-      color: $black-54;
-      margin-right: 1em;
-      @include font-size(12px);
-    }
-    ul {
-      list-style: none;
-      background: palette(white);
-      padding: 0;
-      display: block;
-      position: absolute;
-      bottom: 3em;
-      left: 0;
-      right: 0;
-      box-shadow: $shadow;
-      border-radius: $border-radius;
-      li {
-        &:first-child:hover a {
-          border-top-left-radius: $border-radius;
-          border-top-right-radius: $border-radius;
-        }
-        &:last-child:hover a {
-          border-bottom-left-radius: $border-radius;
-          border-bottom-right-radius: $border-radius;
-        }
-      }
-      a {
-        display: block;
-        border-radius: 1px;
-        margin: 2px;
-        color: $black-54;
-        &:hover {
-          background: $black-4;
-        }
-      }
-    }
-    a {
-      display: block;
-      outline: none;
-      text-decoration: none;
-      background: palette(white);
-      padding: 0.5em 1em;
-      border-radius: $border-radius;
-      .svg-icon {
-        margin-left: 1em;
-        margin-bottom: 2px;
-      }
-    }
-  }
-  &__info {
-    margin-left: auto;
-    margin-right: 0;
-    color: $black-54;
-    font-weight: 400;
-    @include font-size(13px);
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/container/questions/form/rating/RatingMonoSelection.component.vue b/argilla-frontend/components/features/annotation/container/questions/form/rating/RatingMonoSelection.component.vue
index a723ad36fb..2c091dfc1e 100644
--- a/argilla-frontend/components/features/annotation/container/questions/form/rating/RatingMonoSelection.component.vue
+++ b/argilla-frontend/components/features/annotation/container/questions/form/rating/RatingMonoSelection.component.vue
@@ -116,11 +116,6 @@ export default {
     display: inline-flex;
     gap: $base-space;
     border-radius: $border-radius-rounded;
-    border: 1px solid #cdcdff;
-    background: #e0e0ff;
-    &:hover {
-      border-color: darken(palette(purple, 800), 12%);
-    }
   }
 }
 .label-text {
@@ -133,7 +128,7 @@ export default {
   min-width: $base-space * 4;
   padding-inline: $base-space;
   outline: none;
-  background: palette(purple, 800);
+  background: palette(grey, 700);
   color: palette(purple, 200);
   font-weight: 500;
   overflow: hidden;
@@ -157,7 +152,7 @@ export default {
   }
 
   &:not(.label-active):hover {
-    background: darken(palette(purple, 800), 5%);
+    background: darken(palette(grey, 700), 5%);
     transition: all 0.2s ease-in-out;
   }
 }
diff --git a/argilla-frontend/components/features/annotation/container/questions/form/shared-components/label-selection/LabelSelection.component.vue b/argilla-frontend/components/features/annotation/container/questions/form/shared-components/label-selection/LabelSelection.component.vue
index 0311487d5f..1ccd1d0702 100644
--- a/argilla-frontend/components/features/annotation/container/questions/form/shared-components/label-selection/LabelSelection.component.vue
+++ b/argilla-frontend/components/features/annotation/container/questions/form/shared-components/label-selection/LabelSelection.component.vue
@@ -351,7 +351,7 @@ export default {
 </script>
 
 <style lang="scss" scoped>
-$label-color: palette(purple, 800);
+$label-color: palette(grey, 700);
 $label-dark-color: palette(purple, 200);
 .container {
   display: flex;
diff --git a/argilla-frontend/components/features/annotation/guidelines/AnnotationGuidelines.vue b/argilla-frontend/components/features/annotation/guidelines/AnnotationGuidelines.vue
new file mode 100644
index 0000000000..23049fc4c2
--- /dev/null
+++ b/argilla-frontend/components/features/annotation/guidelines/AnnotationGuidelines.vue
@@ -0,0 +1,18 @@
+<template>
+  <RenderMarkdownBaseComponent
+    class="--body1 description__text"
+    :markdown="guidelines"
+  />
+</template>
+
+<script>
+export default {
+  name: "SettingsInfo",
+  props: {
+    guidelines: {
+      type: String,
+      required: true,
+    },
+  },
+};
+</script>
diff --git a/argilla-frontend/components/features/annotation/header/dataset-train/DatasetTrain.vue b/argilla-frontend/components/features/annotation/header/dataset-train/DatasetTrain.vue
deleted file mode 100644
index c1be7b266f..0000000000
--- a/argilla-frontend/components/features/annotation/header/dataset-train/DatasetTrain.vue
+++ /dev/null
@@ -1,83 +0,0 @@
-<template>
-  <div>
-    <base-spinner v-if="$fetchState.pending" />
-    <documentation-viewer class="dataset-training" v-else :content="content" />
-  </div>
-</template>
-
-<script>
-export default {
-  props: {
-    workspaceName: {
-      type: String,
-      required: true,
-    },
-    datasetName: {
-      type: String,
-      required: true,
-    },
-  },
-  data() {
-    return {
-      content: {
-        tabs: [],
-      },
-    };
-  },
-  async fetch() {
-    const libraries = await this.getLibraries();
-
-    for (const library of libraries) {
-      this.content.tabs.push({
-        id: library.attributes.title.trim().toLowerCase(),
-        name: library.attributes.title,
-        markdown: this.replaceValues(library.body),
-        ...library.attributes,
-      });
-    }
-  },
-  methods: {
-    replaceValues(markdown) {
-      return markdown
-        .replace("<my_dataset_name>", this.datasetName)
-        .replace("<my_workspace_name>", this.workspaceName);
-    },
-    getLibraries() {
-      const getCurrentTaskLibraries = (libraries, task) => {
-        return (
-          libraries?.keys().filter((library) => library.includes(task)) ?? []
-        );
-      };
-
-      try {
-        const libraries = require.context(
-          `../../../../../../docs/_source/_common/snippets/training`,
-          true,
-          /^[^_]+\.md$/,
-          "lazy"
-        );
-
-        return Promise.all(
-          getCurrentTaskLibraries(libraries, "feedback-task").map((library) =>
-            libraries(library)
-          )
-        );
-      } catch (e) {
-        console.log(e);
-      }
-
-      return [];
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-.dataset-training {
-  min-width: 800px;
-}
-:deep(.snippet) {
-  max-height: calc(100vh - 240px);
-  overflow: auto;
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/header/header-bar/HeaderFeedbackTask.vue b/argilla-frontend/components/features/annotation/header/header-bar/HeaderFeedbackTask.vue
index 51440fc27d..09c8968ebc 100644
--- a/argilla-frontend/components/features/annotation/header/header-bar/HeaderFeedbackTask.vue
+++ b/argilla-frontend/components/features/annotation/header/header-bar/HeaderFeedbackTask.vue
@@ -7,14 +7,6 @@
       @breadcrumb-action="$emit('breadcrumb-action', $event)"
     />
     <template v-if="datasetId">
-      <BaseButton
-        ref="trainButtonRef"
-        class="header__button small"
-        @on-click="onClickTrain"
-        v-if="isAdminOrOwnerRole && showTrainButton"
-      >
-        <svgicon name="code" width="20" height="20" />Train
-      </BaseButton>
       <NuxtLink
         v-if="showSettingButton"
         :to="{ name: 'dataset-id-settings', params: { id: this.datasetId } }"
@@ -39,10 +31,6 @@ export default {
       type: Array,
       default: () => [],
     },
-    showTrainButton: {
-      type: Boolean,
-      default: false,
-    },
     showSettingButton: {
       type: Boolean,
       default: false,
@@ -52,35 +40,8 @@ export default {
       default: false,
     },
   },
-  methods: {
-    onClickTrain() {
-      this.$emit("on-click-train");
-    },
-  },
   setup() {
     return useRole();
   },
 };
 </script>
-
-<style lang="scss" scoped>
-$header-button-color: #262a2e;
-.header__button {
-  background: $header-button-color;
-  color: palette(white);
-  margin-right: $base-space;
-  padding: 10px 12px 10px 10px;
-  font-weight: 600;
-  @include font-size(14px);
-  box-shadow: $shadow-200;
-  @include media("<=tablet") {
-    display: none;
-  }
-  &:hover {
-    background: lighten($header-button-color, 3%);
-  }
-  svg {
-    fill: palette(white);
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/header/header-bar/headerFeedbackTask.spec.js b/argilla-frontend/components/features/annotation/header/header-bar/headerFeedbackTask.spec.js
index 2eae6d48b8..1a8cb78458 100644
--- a/argilla-frontend/components/features/annotation/header/header-bar/headerFeedbackTask.spec.js
+++ b/argilla-frontend/components/features/annotation/header/header-bar/headerFeedbackTask.spec.js
@@ -27,7 +27,6 @@ const options = {
       },
     ],
     datasetId: "65931567-0b51-4e74-9aff-834c32a3d898",
-    showTrainButton: true,
   },
 };
 
@@ -41,52 +40,4 @@ describe("HeaderFeedbackTask", () => {
 
     expect(wrapper.is(HeaderFeedbackTask)).toBeTruthy();
   });
-
-  describe("Train button", () => {
-    describe("show when", () => {
-      test("render Train button if user role is admin or owner", () => {
-        jest.spyOn(useRole, "useRole").mockReturnValue({
-          isAdminOrOwnerRole: true,
-        });
-
-        const wrapper = shallowMount(HeaderFeedbackTask, options);
-
-        expect(
-          wrapper.findComponent({ ref: "trainButtonRef" }).exists()
-        ).toBeTruthy();
-      });
-    });
-
-    describe("hide when", () => {
-      test("no render Train button if user role is not admin or owner", () => {
-        jest.spyOn(useRole, "useRole").mockReturnValue({
-          isAdminOrOwnerRole: false,
-        });
-
-        const wrapper = shallowMount(HeaderFeedbackTask, options);
-
-        expect(
-          wrapper.findComponent({ ref: "trainButtonRef" }).exists()
-        ).toBeFalsy();
-      });
-
-      test("no render Train button if showTrainButton is false", () => {
-        jest.spyOn(useRole, "useRole").mockReturnValue({
-          isAdminOrOwnerRole: true,
-        });
-
-        const wrapper = shallowMount(HeaderFeedbackTask, {
-          ...options,
-          propsData: {
-            ...options.propsData,
-            showTrainButton: false,
-          },
-        });
-
-        expect(
-          wrapper.findComponent({ ref: "trainButtonRef" }).exists()
-        ).toBeFalsy();
-      });
-    });
-  });
 });
diff --git a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskProgress.vue b/argilla-frontend/components/features/annotation/progress/AnnotationProgress.vue
similarity index 85%
rename from argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskProgress.vue
rename to argilla-frontend/components/features/annotation/progress/AnnotationProgress.vue
index f34d6378d2..32fabd92b6 100644
--- a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskProgress.vue
+++ b/argilla-frontend/components/features/annotation/progress/AnnotationProgress.vue
@@ -16,23 +16,23 @@
   -->
 
 <template>
-  <div>
+  <div v-if="datasetMetrics.hasMetrics">
     <p class="metrics__title">Progress</p>
     <div class="metrics__info">
       <p class="metrics__info__name">Total</p>
       <span class="metrics__info__counter">{{
-        metrics.progress | percent
+        datasetMetrics.progress | percent
       }}</span>
     </div>
     <div class="metrics__numbers">
-      <span v-text="metrics.responded" />/{{ metrics.total }}
+      <span v-text="datasetMetrics.responded" />/{{ datasetMetrics.total }}
     </div>
     <BaseProgress
       re-mode="determinate"
       :multiple="true"
-      :progress="metrics.percentage.submitted"
-      :progress-secondary="metrics.percentage.discarded"
-      :progress-tertiary="metrics.percentage.draft"
+      :progress="datasetMetrics.percentage.submitted"
+      :progress-secondary="datasetMetrics.percentage.discarded"
+      :progress-tertiary="datasetMetrics.percentage.draft"
       :progress-bg="pendingColor"
       :color="submittedColor"
       :color-secondary="discardedColor"
@@ -64,11 +64,12 @@
 
 <script>
 import { RecordStatus } from "~/v1/domain/entities/record/RecordStatus";
+import { useFeedbackTaskProgressViewModel } from "./useFeedbackTaskProgressViewModel";
 
 export default {
   props: {
-    metrics: {
-      type: Object,
+    datasetId: {
+      type: String,
       required: true,
     },
   },
@@ -78,22 +79,22 @@ export default {
         {
           name: RecordStatus.pending.name,
           color: this.pendingColor,
-          progress: this.metrics.pending,
+          progress: this.datasetMetrics.pending,
         },
         {
           name: RecordStatus.draft.name,
           color: this.draftColor,
-          progress: this.metrics.draft,
+          progress: this.datasetMetrics.draft,
         },
         {
           name: RecordStatus.submitted.name,
           color: this.submittedColor,
-          progress: this.metrics.submitted,
+          progress: this.datasetMetrics.submitted,
         },
         {
           name: RecordStatus.discarded.name,
           color: this.discardedColor,
-          progress: this.metrics.discarded,
+          progress: this.datasetMetrics.discarded,
         },
       ];
     },
@@ -115,8 +116,12 @@ export default {
       return progress && this.$options.filters.formatNumber(progress);
     },
   },
+  setup(props) {
+    return useFeedbackTaskProgressViewModel(props);
+  },
 };
 </script>
+
 <style lang="scss" scoped>
 .scroll {
   max-height: calc(100vh - 270px);
diff --git a/argilla-frontend/components/features/annotation/sidebar/useFeedbackTaskProgressViewModel.ts b/argilla-frontend/components/features/annotation/progress/useFeedbackTaskProgressViewModel.ts
similarity index 100%
rename from argilla-frontend/components/features/annotation/sidebar/useFeedbackTaskProgressViewModel.ts
rename to argilla-frontend/components/features/annotation/progress/useFeedbackTaskProgressViewModel.ts
diff --git a/argilla-frontend/components/features/annotation/sidebar/HelpShortcut.vue b/argilla-frontend/components/features/annotation/shortcuts/AnnotationHelpShortcut.vue
similarity index 100%
rename from argilla-frontend/components/features/annotation/sidebar/HelpShortcut.vue
rename to argilla-frontend/components/features/annotation/shortcuts/AnnotationHelpShortcut.vue
diff --git a/argilla-frontend/components/features/annotation/sidebar/FeedbackTaskProgress.vue b/argilla-frontend/components/features/annotation/sidebar/FeedbackTaskProgress.vue
deleted file mode 100644
index fa408c7cc9..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/FeedbackTaskProgress.vue
+++ /dev/null
@@ -1,39 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <SidebarFeedbackTaskProgress
-    v-if="datasetMetrics.hasMetrics"
-    :metrics="datasetMetrics"
-  />
-</template>
-
-<script>
-import { useFeedbackTaskProgressViewModel } from "./useFeedbackTaskProgressViewModel";
-
-export default {
-  props: {
-    datasetId: {
-      type: String,
-      required: true,
-    },
-  },
-  setup(props) {
-    return useFeedbackTaskProgressViewModel(props);
-  },
-};
-</script>
diff --git a/argilla-frontend/components/features/annotation/sidebar/SidebarFeedbackTaskContainer.vue b/argilla-frontend/components/features/annotation/sidebar/SidebarFeedbackTaskContainer.vue
deleted file mode 100644
index c9028957ac..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/SidebarFeedbackTaskContainer.vue
+++ /dev/null
@@ -1,125 +0,0 @@
-<template>
-  <div class="sidebar__container">
-    <SidebarFeedbackTaskPanel v-if="isPanelVisible" @close-panel="closePanel">
-      <HelpShortcut v-if="currentPanel === 'help-shortcut'" />
-      <FeedbackTaskProgress
-        v-else-if="currentPanel === 'metrics'"
-        :datasetId="datasetId"
-      />
-    </SidebarFeedbackTaskPanel>
-    <SidebarFeedbackTask
-      @on-click-sidebar-action="onClickSidebarAction"
-      :sidebar-items="sidebarItems"
-      :active-buttons="[currentPanel, currentMode]"
-      :expanded-component="currentPanel"
-    />
-  </div>
-</template>
-
-<script>
-import "assets/icons/progress";
-import "assets/icons/refresh";
-import "assets/icons/shortcuts";
-
-export default {
-  props: {
-    datasetId: {
-      type: String,
-      required: true,
-    },
-  },
-  data: () => ({
-    currentPanel: null,
-    currentMode: "annotate",
-    isPanelVisible: false,
-  }),
-  created() {
-    this.sidebarItems = {
-      firstGroup: {
-        buttonType: "expandable",
-        buttons: [
-          {
-            id: "metrics",
-            tooltip: this.$t("sidebar.progressTooltip"),
-            icon: "progress",
-            action: "show-metrics",
-            type: "expandable",
-            component: "FeedbackTaskProgress",
-          },
-        ],
-      },
-      secondGroup: {
-        buttonType: "default",
-        buttons: [
-          {
-            id: "refresh",
-            tooltip: this.$t("sidebar.refreshTooltip"),
-            icon: "refresh",
-            group: this.$t("refresh"),
-            type: "non-expandable",
-            action: "refresh",
-          },
-        ],
-      },
-      bottomGroup: {
-        buttonType: "expandable",
-        buttons: [
-          {
-            id: "help-shortcut",
-            tooltip: this.$t("sidebar.shortcutsTooltip"),
-            icon: "shortcuts",
-            action: "show-help",
-            type: "custom-expandable",
-            component: "HelpShortcut",
-          },
-        ],
-      },
-    };
-  },
-  methods: {
-    onClickSidebarAction(group, info) {
-      switch (group.toUpperCase()) {
-        case "FIRSTGROUP":
-          this.togglePanel(info);
-          break;
-        case "SECONDGROUP":
-          this.$emit("refresh");
-          break;
-        case "BOTTOMGROUP":
-          this.togglePanel(info);
-          break;
-        default:
-          console.warn(info);
-      }
-    },
-    togglePanel(panelContent) {
-      this.currentPanel =
-        this.currentPanel !== panelContent ? panelContent : null;
-
-      this.isPanelVisible = !!this.currentPanel;
-
-      $nuxt.$emit("on-sidebar-toggle-panel", this.isPanelVisible);
-    },
-    closePanel() {
-      this.isPanelVisible = false;
-      this.currentPanel = null;
-      $nuxt.$emit("on-sidebar-toggle-panel", null);
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-.sidebar {
-  &__container {
-    position: fixed;
-    display: flex;
-    right: 0;
-    z-index: 1;
-    pointer-events: none;
-    @include media("<=tablet") {
-      display: none;
-    }
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/IconButton.vue b/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/IconButton.vue
deleted file mode 100644
index bcdc1caa6f..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/IconButton.vue
+++ /dev/null
@@ -1,147 +0,0 @@
-<template>
-  <BaseButton
-    class="icon-button"
-    :class="sidebarButtonClass"
-    :data-title="tooltip"
-    @on-click="onClickIcon"
-  >
-    <i
-      :key="showBadge"
-      class="icon-button__icon"
-      v-badge="{
-        showBadge: showBadge,
-        verticalPosition: badgeVerticalPosition,
-        horizontalPosition: badgeHorizontalPosition,
-        borderColor: badgeBorderColor,
-        size: badgeSize,
-      }"
-    >
-      <svgicon :name="icon" :width="iconSize" :height="iconSize" />
-    </i>
-  </BaseButton>
-</template>
-
-<script>
-export default {
-  props: {
-    id: {
-      type: String,
-      required: true,
-    },
-    icon: {
-      type: String,
-      required: true,
-    },
-    iconSize: {
-      type: String,
-      default: "28",
-    },
-    tooltip: {
-      type: String,
-    },
-    showBadge: {
-      type: Boolean,
-      default: false,
-    },
-    badgeVerticalPosition: {
-      type: String,
-      default: "top",
-    },
-    badgeHorizontalPosition: {
-      type: String,
-      default: "right",
-    },
-    badgeSize: {
-      type: String,
-      default: "8px",
-    },
-    badgeBorderColor: {
-      type: String,
-    },
-    buttonType: {
-      type: String,
-    },
-    isButtonActive: {
-      type: Boolean,
-      default: false,
-    },
-  },
-  computed: {
-    sidebarButtonClass() {
-      return [this.buttonTypeClass, this.buttonStateClass];
-    },
-    buttonTypeClass() {
-      return this.buttonType;
-    },
-    buttonStateClass() {
-      return this.isButtonActive ? "active" : null;
-    },
-  },
-  methods: {
-    onClickIcon() {
-      this.$emit("on-button-action", this.id);
-    },
-  },
-};
-</script>
-
-<style scoped lang="scss">
-.icon-button {
-  @include resetButtonStyles();
-  width: 100%;
-  display: flex;
-  padding: 0;
-  overflow: visible;
-  border-radius: 0;
-  &__icon {
-    display: block;
-    text-align: center;
-    margin: auto;
-    box-sizing: content-box;
-    .svg-icon {
-      padding: 0.5em;
-      fill: palette(grey, 100);
-    }
-  }
-  &.non-expandable {
-    &:hover {
-      .svg-icon {
-        background: palette(grey, 600);
-        border-radius: $border-radius;
-      }
-    }
-  }
-  &.active {
-    &.non-expandable {
-      .svg-icon {
-        background: palette(grey, 600);
-        border-radius: $border-radius;
-      }
-    }
-    &.expandable {
-      position: relative;
-      transition: none;
-      .svg-icon {
-        animation: move-horizontal 0.2s ease-in-out 0.2s;
-        animation-fill-mode: backwards;
-      }
-      &.active {
-        border-left: 2px solid palette(grey, 100);
-      }
-    }
-  }
-}
-
-@keyframes move-horizontal {
-  0% {
-    transform: translateX(0.3em);
-  }
-  100% {
-    transform: translateX(0);
-  }
-}
-.icon-button[data-title] {
-  position: relative;
-  @extend %has-tooltip--left;
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTask.vue b/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTask.vue
deleted file mode 100644
index a226736516..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTask.vue
+++ /dev/null
@@ -1,104 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <div class="sidebar" :class="expandedComponent && '--expanded'">
-    <SidebarFeedbackTaskButtonGroup
-      v-for="group in sidebarGroups"
-      :key="group"
-      :group-name="group"
-      :group-button-type="getButtonType(group)"
-      :groupItems="filteredSidebarItemsByGroup(group)"
-      :active-buttons="activeButtons"
-      @on-click-sidebar-action="onClickSidebarAction"
-    />
-  </div>
-</template>
-
-<script>
-export default {
-  props: {
-    sidebarItems: {
-      type: Object,
-      required: true,
-    },
-    activeButtons: {
-      type: Array,
-      required: true,
-    },
-    expandedComponent: {
-      type: String,
-      default: null,
-    },
-  },
-  computed: {
-    sidebarGroups() {
-      return Object.keys(this.sidebarItems);
-    },
-  },
-  methods: {
-    filteredSidebarItemsByGroup(group) {
-      return this.sidebarItems[group].buttons;
-    },
-    getButtonType(group) {
-      return this.sidebarItems[group].buttonType;
-    },
-    onClickSidebarAction(group, id) {
-      this.$emit("on-click-sidebar-action", group, id);
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-$sidebar-button-size: 45px;
-.sidebar {
-  display: flex;
-  flex-direction: column;
-  gap: 1em;
-  top: 0;
-  width: $sidebar-button-size;
-  min-width: $sidebar-button-size;
-  min-height: calc(100vh - $topbarHeight);
-  min-width: $sidebarMenuWidth;
-  background: palette(grey, 700);
-  border-left: 1px solid $black-10;
-  box-shadow: none;
-  pointer-events: all;
-  transition: box-shadow 0.2s ease-in-out 0.4s;
-  // TODO - Only for MVP
-  padding-top: $base-space * 2;
-  &.--expanded {
-    box-shadow: inset 1px 1px 5px -2px #c7c7c7;
-    transition: box-shadow 0.2s ease-in-out;
-  }
-  p {
-    text-align: center;
-    font-weight: 600;
-    @include font-size(12px);
-    margin-bottom: 0.5em;
-  }
-  a {
-    position: relative;
-    display: block;
-    outline: none;
-  }
-  &__info {
-    position: relative;
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskButtonGroup.vue b/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskButtonGroup.vue
deleted file mode 100644
index 755342a774..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskButtonGroup.vue
+++ /dev/null
@@ -1,88 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <span class="sidebar__info" :class="groupName">
-    <IconButton
-      v-for="{ id, icon, tooltip, type } in groupItems"
-      :id="id"
-      :key="id"
-      :icon="icon"
-      :tooltip="tooltip"
-      :class="type"
-      :button-type="groupButtonType"
-      :is-button-active="checkIfButtonIsActive(id)"
-      @on-button-action="onAction(id)"
-    />
-  </span>
-</template>
-
-<script>
-export default {
-  props: {
-    groupItems: {
-      type: Array,
-      required: true,
-    },
-    groupName: {
-      type: String,
-      required: true,
-    },
-    groupButtonType: {
-      type: String,
-      required: true,
-    },
-    activeButtons: {
-      type: Array,
-      required: true,
-    },
-  },
-  methods: {
-    checkIfButtonIsActive(id) {
-      return this.activeButtons.includes(id);
-    },
-    onAction(id) {
-      this.$emit("on-click-sidebar-action", this.groupName, id);
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-.sidebar {
-  &__info {
-    position: relative;
-    &__title {
-      margin-bottom: 0.5em;
-      text-align: center;
-      font-weight: 600;
-      @include font-size(12px);
-      text-transform: capitalize;
-    }
-    &.bottomGroup {
-      margin-top: auto;
-      margin-bottom: $base-space * 2;
-    }
-    .custom-expandable :deep(svg) {
-      fill: palette(purple, 200);
-      border-radius: $border-radius;
-      max-height: 20px;
-      max-width: 20px;
-    }
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskPanel.vue b/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskPanel.vue
deleted file mode 100644
index 05065f7a28..0000000000
--- a/argilla-frontend/components/features/annotation/sidebar/sidebar-feedback-task/SidebarFeedbackTaskPanel.vue
+++ /dev/null
@@ -1,154 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <transition name="show-panel" appear>
-    <aside class="sidebar">
-      <div class="sidebar__content">
-        <base-button
-          @click.prevent="closePanel"
-          :class="{ 'zoom-out': animated }"
-          @animationend="animated = false"
-          class="sidebar__close-button"
-        >
-          <svgicon name="chevron-right" width="12" height="12"></svgicon>
-        </base-button>
-        <transition name="fade" appear duration="500" mode="out-in">
-          <slot></slot>
-        </transition>
-      </div>
-    </aside>
-  </transition>
-</template>
-<script>
-import "assets/icons/chevron-right";
-export default {
-  data: () => {
-    return {
-      animated: false,
-    };
-  },
-  methods: {
-    closePanel() {
-      this.$emit("close-panel");
-      this.animated = true;
-    },
-  },
-};
-</script>
-<style lang="scss" scoped>
-.sidebar {
-  $this: &;
-  width: $sidebarPanelWidth;
-  position: relative;
-  top: 0;
-  right: 0;
-  background: palette(grey, 700);
-  padding: 1em 1.5em 0 1.5em;
-  border-left: 1px solid palette(grey, 600);
-  overflow: visible;
-  pointer-events: all;
-  &:hover {
-    #{$this}__close-button:not(.zoom-out) {
-      opacity: 1;
-      transform: scale(1);
-      transition: transform 0.15s ease-in-out;
-    }
-  }
-  &__close-button {
-    position: absolute;
-    left: -2.5em;
-    top: 1px;
-    display: flex;
-    overflow: hidden;
-    align-items: center;
-    justify-content: center;
-    width: 20px;
-    height: 20px;
-    padding: 0;
-    background: palette(grey, 600);
-    opacity: 0;
-    outline: 0;
-    border-radius: $border-radius-s;
-    transform: scale(0);
-    &.zoom-out {
-      opacity: 1;
-      animation: zoom-out 0.3s ease-out forwards;
-    }
-    .svg-icon {
-      color: palette(blue, 300);
-    }
-  }
-  &__content {
-    display: block;
-    position: relative;
-    color: $black-54;
-  }
-  &__content {
-    @include font-size(13px);
-    &:first-child {
-      padding-top: 0;
-    }
-  }
-}
-
-.show-panel-enter-active {
-  animation: slide 0.4s ease-out;
-}
-.show-panel-leave-active {
-  animation: slide 0.4s reverse ease-in;
-}
-.show-panel-enter-active {
-  .sidebar__content {
-    opacity: 0;
-    animation: fade 0.2s ease-out 0.3s;
-  }
-}
-.show-panel-leave-active {
-  .sidebar__content {
-    opacity: 0;
-    animation: fade 0.1s reverse ease-in;
-  }
-}
-@keyframes slide {
-  0% {
-    right: -$sidebarPanelWidth + 1px;
-  }
-  100% {
-    right: 0;
-  }
-}
-@keyframes fade {
-  0% {
-    opacity: 0;
-  }
-  100% {
-    opacity: 1;
-  }
-}
-@keyframes zoom-out {
-  0% {
-    transform: scale(1);
-  }
-  50% {
-    transform: scale(0);
-  }
-  100% {
-    transform: scale(0);
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/datasets/DatasetsTable.vue b/argilla-frontend/components/features/datasets/DatasetsTable.vue
index fecfc89ff1..40d6ffaec1 100644
--- a/argilla-frontend/components/features/datasets/DatasetsTable.vue
+++ b/argilla-frontend/components/features/datasets/DatasetsTable.vue
@@ -209,7 +209,7 @@ export default {
 .container {
   display: flex;
   justify-content: center;
-  padding: 0 calc($sidebarMenuWidth + 4em) 0 4em;
+  padding: 0 4em;
   @include media("<=tablet") {
     padding: 0 $base-space * 2;
   }
@@ -221,6 +221,9 @@ export default {
     padding: 0 $base-space * 6;
     display: flex;
     flex-direction: column;
+    @include media("<=tablet") {
+      padding: 0;
+    }
   }
 }
 .interactions {
diff --git a/argilla-frontend/components/features/global/sidebar/SidebarButton.vue b/argilla-frontend/components/features/global/sidebar/SidebarButton.vue
deleted file mode 100644
index 1ead6582b1..0000000000
--- a/argilla-frontend/components/features/global/sidebar/SidebarButton.vue
+++ /dev/null
@@ -1,115 +0,0 @@
-<template>
-  <button
-    class="sidebar-button"
-    :class="sidebarButtonClass"
-    :data-title="tooltip"
-    @click="$emit('button-action', id)"
-  >
-    <svgicon :name="icon"></svgicon>
-  </button>
-</template>
-
-<script>
-import "assets/icons/refresh";
-import "assets/icons/exploration";
-import "assets/icons/hand-labeling";
-import "assets/icons/weak-labeling";
-import "assets/icons/progress";
-import "assets/icons/stats";
-export default {
-  props: {
-    activeView: {
-      type: Array,
-      default: () => [],
-    },
-    tooltip: {
-      type: String,
-    },
-    id: {
-      type: String,
-      required: true,
-    },
-    icon: {
-      type: String,
-      required: true,
-    },
-    buttonType: {
-      type: String,
-      validator: (value) => {
-        return ["Mode", "Metrics", "Refresh"].includes(value);
-      },
-    },
-  },
-  computed: {
-    isActive() {
-      return this.activeView.includes(this.id);
-    },
-    sidebarButtonClass() {
-      return [this.buttonTypeClass, this.buttonStateClass];
-    },
-    buttonTypeClass() {
-      return this.buttonType?.toLowerCase();
-    },
-    buttonStateClass() {
-      return this.isActive ? "active" : null;
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-.sidebar-button {
-  @include resetButtonStyles();
-  width: 100%;
-  display: flex;
-  margin-bottom: 0.5em;
-  &.mode {
-    &:hover {
-      .svg-icon {
-        background: palette(grey, 600);
-        border-radius: $border-radius;
-      }
-    }
-  }
-  &.active {
-    &.mode {
-      .svg-icon {
-        background: palette(grey, 600);
-        border-radius: $border-radius;
-      }
-    }
-    &.metrics {
-      position: relative;
-      .svg-icon {
-        animation: move-horizontal 0.2s ease-in-out 0.2s;
-        animation-fill-mode: backwards;
-      }
-      &.active {
-        border-left: 2px solid palette(grey, 100);
-      }
-    }
-  }
-  &:hover {
-    cursor: pointer;
-  }
-}
-.svg-icon {
-  display: block;
-  text-align: center;
-  margin: auto;
-  width: 28px;
-  height: 28px;
-  fill: palette(grey, 100);
-  padding: 0.5em;
-  box-sizing: content-box;
-}
-
-@keyframes move-horizontal {
-  0% {
-    transform: translateX(0.3em);
-  }
-  100% {
-    transform: translateX(0);
-  }
-}
-</style>
diff --git a/argilla-frontend/components/features/global/sidebar/SidebarMenu.vue b/argilla-frontend/components/features/global/sidebar/SidebarMenu.vue
deleted file mode 100644
index 15cd373d5b..0000000000
--- a/argilla-frontend/components/features/global/sidebar/SidebarMenu.vue
+++ /dev/null
@@ -1,134 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <div class="sidebar">
-    <div v-for="group in sidebarGroups" :key="group" class="sidebar__info">
-      <p>{{ group }}</p>
-      <sidebar-button
-        v-for="{ id, icon, tooltip, action } in filteredSidebarItemsByGroup(
-          group
-        )"
-        :id="id"
-        :key="id"
-        :active-view="[viewMode, currentMetric]"
-        :icon="icon"
-        :tooltip="tooltip"
-        :button-type="group"
-        @button-action="onAction(action, id)"
-      />
-    </div>
-    <slot />
-  </div>
-</template>
-
-<script>
-export default {
-  props: {
-    dataset: {
-      type: Object,
-      requried: false,
-      default: undefined,
-    },
-    sidebarItems: {
-      type: Array,
-    },
-    currentMetric: {
-      type: String,
-    },
-  },
-  computed: {
-    filteredSidebarItems() {
-      return this.sidebarItems.filter(
-        (item) =>
-          item.group !== "Metrics" || this.metricsByViewMode.includes(item.id)
-      );
-    },
-    metricsByViewMode() {
-      return this.sidebarItems.find(
-        (item) => item.id === this.dataset.viewSettings.viewMode
-      ).relatedMetrics;
-    },
-    sidebarGroups() {
-      const groups = [
-        ...new Set(this.sidebarItems.map((button) => button.group)),
-      ];
-      return groups;
-    },
-    viewMode() {
-      if (this.isDatasetView) {
-        return this.dataset.viewSettings.viewMode;
-      }
-      return undefined;
-    },
-    isDatasetView() {
-      return this.dataset !== undefined;
-    },
-  },
-  methods: {
-    filteredSidebarItemsByGroup(group) {
-      return this.filteredSidebarItems.filter(
-        (button) => button.group === group
-      );
-    },
-    onAction(action, id) {
-      this.$emit(action, id);
-    },
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-.sidebar {
-  display: flex;
-  flex-direction: column;
-  gap: 1em;
-  top: 0;
-  width: 45px;
-  min-height: calc(100vh - $topbarHeight);
-  min-width: $sidebarMenuWidth;
-  background: palette(grey, 700);
-  box-shadow: none;
-  pointer-events: all;
-  transition: box-shadow 0.2s ease-in-out 0.4s;
-  @include media("<=tablet") {
-    display: none;
-  }
-  .--metrics & {
-    box-shadow: inset 1px 1px 5px -2px #c7c7c7;
-    transition: box-shadow 0.2s ease-in-out;
-  }
-  p {
-    text-align: center;
-    font-weight: 600;
-    @include font-size(12px);
-    margin-bottom: 0.5em;
-  }
-  a {
-    position: relative;
-    display: block;
-    outline: none;
-  }
-  &__info {
-    position: relative;
-  }
-}
-button[data-title] {
-  position: relative;
-  @extend %has-tooltip--left;
-}
-</style>
diff --git a/argilla-frontend/components/features/global/sidebar/SidebarPanel.vue b/argilla-frontend/components/features/global/sidebar/SidebarPanel.vue
deleted file mode 100644
index 8587023223..0000000000
--- a/argilla-frontend/components/features/global/sidebar/SidebarPanel.vue
+++ /dev/null
@@ -1,185 +0,0 @@
-<!--
-  - coding=utf-8
-  - Copyright 2021-present, the Recognai S.L. team.
-  -
-  - Licensed under the Apache License, Version 2.0 (the "License");
-  - you may not use this file except in compliance with the License.
-  - You may obtain a copy of the License at
-  -
-  -     http://www.apache.org/licenses/LICENSE-2.0
-  -
-  - Unless required by applicable law or agreed to in writing, software
-  - distributed under the License is distributed on an "AS IS" BASIS,
-  - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  - See the License for the specific language governing permissions and
-  - limitations under the License.
-  -->
-
-<template>
-  <aside class="sidebar">
-    <div class="sidebar__wrapper">
-      <div class="sidebar__content">
-        <a
-          href="#"
-          @click.prevent="closePanel"
-          :class="{ 'zoom-out': animated }"
-          @animationend="animated = false"
-          class="sidebar__close-button"
-          ><svgicon name="chevron-right" width="12" height="12"></svgicon
-        ></a>
-        <slot></slot>
-      </div>
-    </div>
-  </aside>
-</template>
-<script>
-import "assets/icons/chevron-right";
-export default {
-  data: () => {
-    return {
-      animated: false,
-    };
-  },
-  props: {
-    dataset: {
-      type: Object,
-      required: true,
-    },
-  },
-  methods: {
-    closePanel() {
-      this.$emit("close-panel");
-      this.animated = true;
-    },
-  },
-};
-</script>
-<style lang="scss" scoped>
-.sidebar {
-  $this: &;
-  width: $sidebarPanelWidth;
-  position: relative;
-  top: 0;
-  right: -$sidebarPanelWidth + 1px;
-  background: palette(grey, 700);
-  padding: 1em 1.5em;
-  transition: right 0.25s linear 0.2s;
-  border-left: 1px solid palette(grey, 600);
-  &:hover {
-    #{$this}__close-button:not(.zoom-out) {
-      opacity: 1;
-      transform: scale(1);
-      transition: transform 0.15s ease-in-out;
-    }
-  }
-  &__close-button {
-    position: absolute;
-    left: -2.5em;
-    top: 1px;
-    border-radius: $border-radius-s;
-    background: palette(grey, 600);
-    display: flex;
-    align-items: center;
-    justify-content: center;
-    width: 20px;
-    height: 20px;
-    transform: scale(0);
-    overflow: hidden;
-    opacity: 0;
-    outline: 0;
-    &.zoom-out {
-      opacity: 1;
-      animation: zoom-out 0.3s ease-out forwards;
-    }
-    .svg-icon {
-      color: palette(blue, 300);
-    }
-  }
-  &__content {
-    display: block;
-    position: relative;
-    opacity: 0;
-    transition: opacity 0.1s ease-out 0.6s;
-    color: $black-54;
-  }
-  &.visible {
-    overflow: visible;
-    right: 0;
-    transition: right 0.25s linear;
-    .sidebar__content {
-      transition: opacity 0.1s ease-in-out 0.2s;
-      opacity: 1;
-    }
-  }
-  @include media(">desktop") {
-    margin-left: 1em;
-    display: block !important;
-    right: -$sidebarPanelWidth + 1px;
-  }
-  &__content {
-    @include font-size(13px);
-    &:first-child {
-      padding-top: 0;
-    }
-  }
-  :deep() {
-    .metrics__title {
-      margin-top: 0;
-      margin-bottom: $base-space * 4;
-      @include font-size(18px);
-      font-weight: 600;
-    }
-    .metrics__subtitle {
-      @include font-size(15px);
-      font-weight: 600;
-    }
-    .metrics__info {
-      margin-top: 0;
-      margin-bottom: $base-space;
-      display: flex;
-      &__name {
-        margin: 0;
-      }
-      &__counter {
-        margin: 0 0 0 auto;
-      }
-      & + .re-progress__container {
-        margin-top: -$base-space;
-      }
-    }
-    .metrics__list {
-      list-style: none;
-      padding-left: 0;
-      margin-bottom: $base-space * 3;
-      li {
-        display: flex;
-        align-items: center;
-        margin-bottom: $base-space;
-        @include font-size(13px);
-      }
-      &__name {
-        display: block;
-        width: calc(100% - 40px);
-        hyphens: auto;
-        word-break: break-word;
-      }
-      &__counter {
-        margin-right: 0;
-        margin-left: auto;
-      }
-    }
-  }
-}
-
-@keyframes zoom-out {
-  0% {
-    transform: scale(1);
-  }
-  50% {
-    transform: scale(0);
-  }
-  100% {
-    transform: scale(0);
-  }
-}
-</style>
diff --git a/argilla-frontend/layouts/AnnotationPage.vue b/argilla-frontend/layouts/AnnotationPage.vue
new file mode 100644
index 0000000000..cd26301d83
--- /dev/null
+++ b/argilla-frontend/layouts/AnnotationPage.vue
@@ -0,0 +1,46 @@
+<template>
+  <div class="layout">
+    <div class="header-area">
+      <slot name="header">here is the header</slot>
+    </div>
+    <div class="center-area">
+      <slot name="center">here is the center content</slot>
+    </div>
+  </div>
+</template>
+
+<script>
+export default {
+  name: "AnnotationPagesLayout",
+};
+</script>
+
+<style lang="scss" scoped>
+$gap-width: $base-space * 2;
+.layout {
+  display: grid;
+  grid-template-columns: 1fr;
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-column-gap: 0px;
+  grid-row-gap: 0px;
+  grid-template-areas:
+    "header"
+    "center";
+  height: 100vh;
+  transition: 0.4s ease-in-out;
+  @include media("<desktop") {
+    height: 100svh;
+  }
+}
+
+.header-area {
+  grid-area: header;
+}
+.center-area {
+  grid-area: center;
+  min-width: 0;
+  @include media("<desktop") {
+    min-height: 0;
+  }
+}
+</style>
diff --git a/argilla-frontend/layouts/HeaderAndTopAndOneColumn.vue b/argilla-frontend/layouts/HeaderAndTopAndOneColumn.vue
deleted file mode 100644
index 6c1a600d18..0000000000
--- a/argilla-frontend/layouts/HeaderAndTopAndOneColumn.vue
+++ /dev/null
@@ -1,79 +0,0 @@
-<template>
-  <div class="layout" :class="layoutClass">
-    <div class="header-area">
-      <slot name="header">here is the header</slot>
-    </div>
-    <div class="sidebar-area">
-      <slot name="sidebar-right">here is the sidebar content left</slot>
-    </div>
-    <div class="center-area">
-      <slot name="center">here is the center content</slot>
-    </div>
-  </div>
-</template>
-
-<script>
-export default {
-  name: "HeaderAndTopAndOneColumnsLayout",
-  data: () => {
-    return {
-      showPanel: false,
-    };
-  },
-  computed: {
-    layoutClass() {
-      return this.showPanel ? "--panel" : null;
-    },
-  },
-  created() {
-    this.$nuxt.$on("on-sidebar-toggle-panel", (value) => {
-      this.showPanel = value;
-    });
-  },
-  beforeDestroy() {
-    this.$nuxt.$off("on-sidebar-toggle-panel");
-  },
-};
-</script>
-
-<style lang="scss" scoped>
-$gap-width: $base-space * 2;
-.layout {
-  display: grid;
-  grid-template-columns: 1fr $sidebarMenuWidth;
-  grid-template-rows: auto minmax(0, 1fr) auto;
-  grid-column-gap: 0px;
-  grid-row-gap: 0px;
-  grid-template-areas:
-    "header header"
-    "center sidebar";
-  height: 100vh;
-  transition: 0.4s ease-in-out;
-  @include media("<desktop") {
-    height: 100svh;
-    grid-template-areas:
-      "header header"
-      "center center";
-  }
-  &.--panel {
-    @include media(">desktop") {
-      grid-template-columns: 1fr $sidebarWidth;
-      transition: 0.4s ease-out;
-    }
-  }
-}
-
-.header-area {
-  grid-area: header;
-}
-.sidebar-area {
-  grid-area: sidebar;
-}
-.center-area {
-  grid-area: center;
-  min-width: 0;
-  @include media("<desktop") {
-    min-height: 0;
-  }
-}
-</style>
diff --git a/argilla-frontend/pages/dataset/_id/annotation-mode/index.component.spec.js b/argilla-frontend/pages/dataset/_id/annotation-mode/index.component.spec.js
index 22dd3f3326..55994e600e 100644
--- a/argilla-frontend/pages/dataset/_id/annotation-mode/index.component.spec.js
+++ b/argilla-frontend/pages/dataset/_id/annotation-mode/index.component.spec.js
@@ -1,6 +1,6 @@
 import { shallowMount } from "@vue/test-utils";
 import AnnotationModePage from "./index";
-import HeaderAndTopAndOneColumn from "@/layouts/HeaderAndTopAndOneColumn";
+import AnnotationPage from "@/layouts/AnnotationPage";
 import { setActivePinia, createPinia } from "pinia";
 import { GetDatasetByIdUseCase } from "@/v1/domain/usecases/get-dataset-by-id-use-case";
 import { useResolveMock } from "~/v1/di/__mocks__/useResolveMock";
@@ -33,7 +33,6 @@ describe("AnnotationModePage", () => {
         "DatasetFilters",
         "PaginationFeedbackTask",
         "BaseModal",
-        "DatasetTrainComponent",
         "BaseLoading",
         "PersistentStorageBanner",
       ],
@@ -52,9 +51,7 @@ describe("AnnotationModePage", () => {
 
     expect(wrapper.is(AnnotationModePage)).toBe(true);
 
-    const headerComponentWrapper = wrapper.findComponent(
-      HeaderAndTopAndOneColumn
-    );
+    const headerComponentWrapper = wrapper.findComponent(AnnotationPage);
 
     expect(headerComponentWrapper.exists()).toBeTruthy();
   });
@@ -67,7 +64,6 @@ describe("AnnotationModePage", () => {
         "DatasetFilters",
         "PaginationFeedbackTask",
         "BaseModal",
-        "DatasetTrainComponent",
         "BaseLoading",
         "PersistentStorageBanner",
       ],
@@ -85,9 +81,7 @@ describe("AnnotationModePage", () => {
     const wrapper = shallowMount(AnnotationModePage, options);
 
     expect(wrapper.is(AnnotationModePage)).toBe(true);
-    const headerComponentWrapper = wrapper.findComponent(
-      HeaderAndTopAndOneColumn
-    );
+    const headerComponentWrapper = wrapper.findComponent(AnnotationPage);
 
     expect(headerComponentWrapper.exists()).toBeTruthy();
   });
diff --git a/argilla-frontend/pages/dataset/_id/annotation-mode/index.vue b/argilla-frontend/pages/dataset/_id/annotation-mode/index.vue
index ca6e8cd9d6..d8059047e2 100644
--- a/argilla-frontend/pages/dataset/_id/annotation-mode/index.vue
+++ b/argilla-frontend/pages/dataset/_id/annotation-mode/index.vue
@@ -1,68 +1,32 @@
 <template>
   <div>
     <BaseLoading v-if="isLoadingDataset" />
-    <HeaderAndTopAndOneColumn :key="refreshKey">
+    <AnnotationPage>
       <template v-slot:header>
         <HeaderFeedbackTask
           :key="datasetId"
           :datasetId="datasetId"
           :breadcrumbs="breadcrumbs"
-          :showTrainButton="true"
           :showSettingButton="true"
           :showCopyButton="true"
-          @on-click-train="showTrainModal(true)"
-        />
-        <BaseModal
-          :modal-custom="true"
-          :prevent-body-scroll="true"
-          modal-class="modal-auto"
-          modal-position="modal-top-center"
-          :modal-visible="visibleTrainModal"
-          allow-close
-          @close-modal="showTrainModal(false)"
-        >
-          <DatasetTrain
-            :datasetName="dataset.name"
-            :workspaceName="dataset.workspace"
-          />
-        </BaseModal>
-      </template>
-      <template v-slot:sidebar-right>
-        <SidebarFeedbackTaskContainer
-          :datasetId="datasetId"
-          @refresh="refresh()"
         />
       </template>
       <template v-slot:center>
         <PersistentStorageBanner />
         <RecordFeedbackTaskAndQuestionnaire :recordCriteria="recordCriteria" />
       </template>
-    </HeaderAndTopAndOneColumn>
+    </AnnotationPage>
   </div>
 </template>
 
 <script>
-import HeaderAndTopAndOneColumn from "@/layouts/HeaderAndTopAndOneColumn";
+import AnnotationPage from "@/layouts/AnnotationPage";
 import { useAnnotationModeViewModel } from "./useAnnotationModeViewModel";
 
 export default {
   name: "DatasetPage",
   components: {
-    HeaderAndTopAndOneColumn,
-  },
-  data() {
-    return {
-      visibleTrainModal: false,
-      refreshKey: 0,
-    };
-  },
-  methods: {
-    showTrainModal(value) {
-      this.visibleTrainModal = value;
-    },
-    refresh() {
-      this.refreshKey += 1;
-    },
+    AnnotationPage,
   },
   watch: {
     "recordCriteria.committed"() {
diff --git a/argilla-frontend/pages/datasets/index.vue b/argilla-frontend/pages/datasets/index.vue
index 52574d7664..d8d3bd1744 100644
--- a/argilla-frontend/pages/datasets/index.vue
+++ b/argilla-frontend/pages/datasets/index.vue
@@ -34,19 +34,6 @@
           :datasets="datasets.datasets"
         />
       </div>
-      <sidebar-menu
-        class="home__sidebar"
-        @refresh="$fetch"
-        :sidebar-items="[
-          {
-            id: 'refresh',
-            tooltip: $t('sidebar.refreshTooltip'),
-            icon: 'refresh',
-            group: $t('refresh'),
-            action: 'refresh',
-          },
-        ]"
-      />
     </div>
   </div>
 </template>
@@ -79,17 +66,10 @@ export default {
       max-height: 100svh;
     }
   }
-  &__sidebar.sidebar {
-    position: fixed;
-    top: 56px;
-    right: 0;
-    border-left: 1px solid palette(grey, 600);
-  }
   &__header {
     min-height: $topbarHeight;
   }
   &__banner {
-    margin-right: $sidebarMenuWidth;
     width: auto;
   }
   &__table {
diff --git a/argilla-frontend/translation/de.js b/argilla-frontend/translation/de.js
index b7befb6097..636969e00d 100644
--- a/argilla-frontend/translation/de.js
+++ b/argilla-frontend/translation/de.js
@@ -18,11 +18,6 @@ export default {
   refresh: "Refresh",
   typeYourText: "Type your text",
   all: "Alle",
-  sidebar: {
-    progressTooltip: "Fortschritt",
-    refreshTooltip: "Aktualisieren",
-    shortcutsTooltip: "Tastenkürzel",
-  },
   title: "Titel",
   description: "Beschreibung",
   labels: "Labels",
diff --git a/argilla-frontend/translation/en.js b/argilla-frontend/translation/en.js
index 5d87645f84..6d1207a8e0 100644
--- a/argilla-frontend/translation/en.js
+++ b/argilla-frontend/translation/en.js
@@ -18,11 +18,6 @@ export default {
   refresh: "Refresh",
   typeYourText: "Type your text",
   all: "All",
-  sidebar: {
-    progressTooltip: "Progress",
-    refreshTooltip: "Refresh",
-    shortcutsTooltip: "Shortcuts",
-  },
   value: "Value",
   title: "Title",
   description: "Description",
diff --git a/argilla-frontend/v1/infrastructure/repositories/AgentRepository.ts b/argilla-frontend/v1/infrastructure/repositories/AgentRepository.ts
index eb6b61ed7b..bba85cd8ac 100644
--- a/argilla-frontend/v1/infrastructure/repositories/AgentRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/AgentRepository.ts
@@ -1,5 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { Response } from "../types";
+import { mediumCache } from "./AxiosCache";
 
 interface BackendAgent {
   question: {
@@ -20,7 +21,7 @@ export class AgentRepository {
     try {
       const { data } = await this.axios.get<Response<BackendAgent[]>>(
         `/v1/datasets/${datasetId}/records/search/suggestions/options`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-frontend/v1/infrastructure/repositories/AxiosCache.ts b/argilla-frontend/v1/infrastructure/repositories/AxiosCache.ts
index 7f687c7267..2b52f478e2 100644
--- a/argilla-frontend/v1/infrastructure/repositories/AxiosCache.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/AxiosCache.ts
@@ -94,3 +94,15 @@ export const loadCache = (axios) => {
     return response;
   });
 };
+
+export const largeCache = () => {
+  return {
+    headers: { "cache-control": "max-age=600" },
+  };
+};
+
+export const mediumCache = () => {
+  return {
+    headers: { "cache-control": "max-age=120" },
+  };
+};
diff --git a/argilla-frontend/v1/infrastructure/repositories/DatasetRepository.ts b/argilla-frontend/v1/infrastructure/repositories/DatasetRepository.ts
index 909f146b67..875935d9f0 100644
--- a/argilla-frontend/v1/infrastructure/repositories/DatasetRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/DatasetRepository.ts
@@ -4,7 +4,7 @@ import {
   BackendProgress,
   BackendUpdateDataset,
 } from "../types/dataset";
-import { revalidateCache } from "./AxiosCache";
+import { largeCache, revalidateCache } from "./AxiosCache";
 import { IDatasetRepository } from "@/v1/domain/services/IDatasetRepository";
 import { Dataset } from "~/v1/domain/entities/dataset/Dataset";
 import { Progress } from "~/v1/domain/entities/dataset/Progress";
@@ -104,9 +104,7 @@ export class DatasetRepository implements IDatasetRepository {
     try {
       const { data } = await this.axios.get<BackendProgress>(
         `/v1/datasets/${datasetId}/progress`,
-        {
-          headers: { "cache-control": "max-age=600" },
-        }
+        largeCache()
       );
 
       return new Progress(
@@ -125,9 +123,10 @@ export class DatasetRepository implements IDatasetRepository {
 
   private async getDatasetById(datasetId: string) {
     try {
-      const { data } = await this.axios.get(`/v1/datasets/${datasetId}`, {
-        headers: { "cache-control": "max-age=600" },
-      });
+      const { data } = await this.axios.get(
+        `/v1/datasets/${datasetId}`,
+        largeCache()
+      );
 
       return data;
     } catch (err) {
@@ -141,7 +140,7 @@ export class DatasetRepository implements IDatasetRepository {
     try {
       const { data: responseWorkspace } = await this.axios.get(
         `/v1/workspaces/${workspaceId}`,
-        { headers: { "cache-control": "max-age=600" } }
+        largeCache()
       );
 
       const { name } = responseWorkspace || { name: null };
diff --git a/argilla-frontend/v1/infrastructure/repositories/EnvironmentRepository.ts b/argilla-frontend/v1/infrastructure/repositories/EnvironmentRepository.ts
index 5a542db346..add94fae0e 100644
--- a/argilla-frontend/v1/infrastructure/repositories/EnvironmentRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/EnvironmentRepository.ts
@@ -1,5 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { BackendEnvironment } from "../types/environment";
+import { largeCache } from "./AxiosCache";
 import { Environment } from "~/v1/domain/entities/environment/Environment";
 import { IEnvironmentRepository } from "~/v1/domain/services/IEnvironmentRepository";
 
@@ -17,9 +18,10 @@ export class EnvironmentRepository implements IEnvironmentRepository {
 
   async getEnvironment(): Promise<Environment> {
     try {
-      const { data } = await this.axios.get<BackendEnvironment>("v1/settings", {
-        headers: { "cache-control": "max-age=600" },
-      });
+      const { data } = await this.axios.get<BackendEnvironment>(
+        "v1/settings",
+        largeCache()
+      );
 
       const { argilla, huggingface } = data;
 
diff --git a/argilla-frontend/v1/infrastructure/repositories/FieldRepository.ts b/argilla-frontend/v1/infrastructure/repositories/FieldRepository.ts
index 5886e11ba4..49d1ee234e 100644
--- a/argilla-frontend/v1/infrastructure/repositories/FieldRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/FieldRepository.ts
@@ -1,6 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { BackendField, Response } from "../types/";
-import { revalidateCache } from "./AxiosCache";
+import { mediumCache, revalidateCache } from "./AxiosCache";
 import { Field } from "~/v1/domain/entities/field/Field";
 
 export const enum FIELD_API_ERRORS {
@@ -15,7 +15,7 @@ export class FieldRepository {
     try {
       const { data } = await this.axios.get<Response<BackendField[]>>(
         `/v1/datasets/${datasetId}/fields`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-frontend/v1/infrastructure/repositories/MetadataMetricsRepository.ts b/argilla-frontend/v1/infrastructure/repositories/MetadataMetricsRepository.ts
index c52c554c1f..f2b8e767f3 100644
--- a/argilla-frontend/v1/infrastructure/repositories/MetadataMetricsRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/MetadataMetricsRepository.ts
@@ -1,5 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { BackendMetadataMetric } from "../types";
+import { mediumCache } from "./AxiosCache";
 
 const RECORD_API_ERRORS = {
   ERROR_FETCHING_METADATA_METRIC: "ERROR_FETCHING_METADATA_METRIC",
@@ -12,7 +13,7 @@ export class MetadataMetricsRepository {
     try {
       const { data } = await this.axios.get<BackendMetadataMetric>(
         `/v1/metadata-properties/${metadataId}/metrics`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return {
diff --git a/argilla-frontend/v1/infrastructure/repositories/MetadataRepository.ts b/argilla-frontend/v1/infrastructure/repositories/MetadataRepository.ts
index b49ea25bc4..8a796a0216 100644
--- a/argilla-frontend/v1/infrastructure/repositories/MetadataRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/MetadataRepository.ts
@@ -1,7 +1,7 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { BackendMetadata, Response } from "../types";
 import { MetadataMetricsRepository } from "./MetadataMetricsRepository";
-import { revalidateCache } from "./AxiosCache";
+import { mediumCache, revalidateCache } from "./AxiosCache";
 import { Metadata } from "~/v1/domain/entities/metadata/Metadata";
 
 const METADATA_API_ERRORS = {
@@ -32,7 +32,7 @@ export class MetadataRepository {
       // TODO: Review this endpoint, for admin should be /v1/datasets/${datasetId}/metadata-properties without ME.
       const { data } = await this.axios.get<Response<BackendMetadata[]>>(
         `/v1/me/datasets/${datasetId}/metadata-properties`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-frontend/v1/infrastructure/repositories/MetricsRepository.ts b/argilla-frontend/v1/infrastructure/repositories/MetricsRepository.ts
index 4ac5018194..7cff90f7f9 100644
--- a/argilla-frontend/v1/infrastructure/repositories/MetricsRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/MetricsRepository.ts
@@ -1,4 +1,5 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
+import { largeCache } from "./AxiosCache";
 import { Metrics } from "~/v1/domain/entities/dataset/Metrics";
 
 interface BackendMetrics {
@@ -19,7 +20,8 @@ export class MetricsRepository {
   async getMetrics(datasetId: string): Promise<Metrics> {
     try {
       const { data } = await this.axios.get<BackendMetrics>(
-        `/v1/me/datasets/${datasetId}/metrics`
+        `/v1/me/datasets/${datasetId}/metrics`,
+        largeCache()
       );
 
       return new Metrics(
diff --git a/argilla-frontend/v1/infrastructure/repositories/OAuthRepository.ts b/argilla-frontend/v1/infrastructure/repositories/OAuthRepository.ts
index ca62c1641e..dd871cd839 100644
--- a/argilla-frontend/v1/infrastructure/repositories/OAuthRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/OAuthRepository.ts
@@ -2,6 +2,7 @@ import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { Auth } from "@nuxtjs/auth-next";
 import { Response } from "../types";
 import { useRunningEnvironment } from "../services/useRunningEnvironment";
+import { largeCache } from "./AxiosCache";
 import {
   OAuthParams,
   OAuthProvider,
@@ -37,7 +38,7 @@ export class OAuthRepository implements IOAuthRepository {
 
       const { data } = await this.axios.get<Response<BackendOAuthProvider[]>>(
         url,
-        { headers: { "cache-control": "max-age=240" } }
+        largeCache()
       );
 
       return data.items.map((i) => new OAuthProvider(i.name));
diff --git a/argilla-frontend/v1/infrastructure/repositories/QuestionRepository.ts b/argilla-frontend/v1/infrastructure/repositories/QuestionRepository.ts
index d1ac8bada0..48bc5396ba 100644
--- a/argilla-frontend/v1/infrastructure/repositories/QuestionRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/QuestionRepository.ts
@@ -1,6 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { Response, BackendQuestion } from "../types";
-import { revalidateCache } from "./AxiosCache";
+import { mediumCache, revalidateCache } from "./AxiosCache";
 import { Question } from "~/v1/domain/entities/question/Question";
 import { IQuestionRepository } from "~/v1/domain/services/IQuestionRepository";
 
@@ -16,7 +16,7 @@ export class QuestionRepository implements IQuestionRepository {
     try {
       const { data } = await this.axios.get<Response<BackendQuestion[]>>(
         `/v1/datasets/${datasetId}/questions`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-frontend/v1/infrastructure/repositories/RecordRepository.ts b/argilla-frontend/v1/infrastructure/repositories/RecordRepository.ts
index d1d3b71eb1..c82ac57bee 100644
--- a/argilla-frontend/v1/infrastructure/repositories/RecordRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/RecordRepository.ts
@@ -160,6 +160,7 @@ export class RecordRepository {
       );
 
       revalidateCache(`/v1/datasets/${record.datasetId}/progress`);
+      revalidateCache(`/v1/me/datasets/${record.datasetId}/metrics`);
 
       return new RecordAnswer(
         data.id,
diff --git a/argilla-frontend/v1/infrastructure/repositories/VectorRepository.ts b/argilla-frontend/v1/infrastructure/repositories/VectorRepository.ts
index ffd3190388..c19b187a4a 100644
--- a/argilla-frontend/v1/infrastructure/repositories/VectorRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/VectorRepository.ts
@@ -1,7 +1,7 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { BackendVector } from "../types/vector";
 import { Response } from "../types";
-import { revalidateCache } from "./AxiosCache";
+import { mediumCache, revalidateCache } from "./AxiosCache";
 import { Vector } from "~/v1/domain/entities/vector/Vector";
 
 const enum VECTOR_API_ERRORS {
@@ -16,7 +16,7 @@ export class VectorRepository {
     try {
       const { data } = await this.axios.get<Response<BackendVector[]>>(
         `/v1/datasets/${datasetId}/vectors-settings`,
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-frontend/v1/infrastructure/repositories/WorkspaceRepository.ts b/argilla-frontend/v1/infrastructure/repositories/WorkspaceRepository.ts
index 82620da826..e0613601c2 100644
--- a/argilla-frontend/v1/infrastructure/repositories/WorkspaceRepository.ts
+++ b/argilla-frontend/v1/infrastructure/repositories/WorkspaceRepository.ts
@@ -1,5 +1,6 @@
 import { type NuxtAxiosInstance } from "@nuxtjs/axios";
 import { Response } from "../types";
+import { mediumCache } from "./AxiosCache";
 
 interface BackendWorkspace {
   id: string;
@@ -16,7 +17,7 @@ export class WorkspaceRepository {
     try {
       const { data } = await this.axios.get<Response<BackendWorkspace[]>>(
         "/v1/me/workspaces",
-        { headers: { "cache-control": "max-age=120" } }
+        mediumCache()
       );
 
       return data.items;
diff --git a/argilla-server/.gitignore b/argilla-server/.gitignore
index 965d4f8682..9485964133 100644
--- a/argilla-server/.gitignore
+++ b/argilla-server/.gitignore
@@ -164,3 +164,7 @@ cython_debug/
 
 # Misc
 .DS_Store
+
+
+# Generated static files
+src/argilla_server/static/
\ No newline at end of file
diff --git a/argilla-server/.pre-commit-config.yaml b/argilla-server/.pre-commit-config.yaml
index 1a6affad40..d8898694ec 100644
--- a/argilla-server/.pre-commit-config.yaml
+++ b/argilla-server/.pre-commit-config.yaml
@@ -24,6 +24,7 @@ repos:
     hooks:
       - id: black
         additional_dependencies: ["typer==0.7.0"]
+        args: [--line-length=120]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.4.3
diff --git a/argilla-server/README.md b/argilla-server/README.md
index 8701f1146d..ba2d4d6bda 100644
--- a/argilla-server/README.md
+++ b/argilla-server/README.md
@@ -41,6 +41,32 @@ look at our [main repository](https://github.com/argilla-io/argilla) or our [doc
 Are you a contributor or do you want to understand what is going on under the hood, please keep reading the
 documentation below.
 
+## Source code folder structure
+
+The following is a high-level overview of relevant folders and files in the argilla-server source code:
+
+```
+/argilla_server
+  /api # Including all the API endpoints and related code
+    /errors # Custom exceptions and error handlers
+      /v1
+    /handlers # Request FastAPI handlers
+      /v1
+    /policies # Authorization policies for resources
+      /v1
+    /schemas # Pydantic schemas for request and response bodies
+      /v1
+  /contexts # Domain contexts for the application including business logic
+    accounts.py
+    datasets.py
+    search.py
+    ...
+  /models # SQLAlchemy ORM models for the database
+    database.py
+```
+
+Folders inside `/api` are organized by API version, having right now only v1 implemented. This is in contrast to `/contexts` and `/models` folders that are not versioned. This is because the business logic and canonical database models are not exposed directly to the API, and therefore are not subject to versioning.
+
 ## Development environment
 
 By default all commands executed with `pdm run` will get environment variables from `.env.dev` except command `pdm test`
diff --git a/argilla-server/pdm.lock b/argilla-server/pdm.lock
index a8135c45f6..d7236facac 100644
--- a/argilla-server/pdm.lock
+++ b/argilla-server/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "test", "postgresql"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:592d83634749c72985d653064a9ec2c4e103025d8f03d843cb6118a76b85c8dd"
+content_hash = "sha256:495a399675d75cf0686a39118a520e835a978ab18916ab467c349f4703629122"
 
 [[package]]
 name = "aiofiles"
diff --git a/argilla-server/pyproject.toml b/argilla-server/pyproject.toml
index a240972cc2..cb1d4855c7 100644
--- a/argilla-server/pyproject.toml
+++ b/argilla-server/pyproject.toml
@@ -27,6 +27,7 @@ dependencies = [
     "elasticsearch8[async] ~= 8.7.0",
     "smart-open",
     "brotli-asgi >= 1.1,< 1.3",
+    "backoff>=1.11.1",
     # Database dependencies
     "alembic ~= 1.9.0",
     "SQLAlchemy ~= 2.0.0",
diff --git a/argilla-server/src/argilla_server/_app.py b/argilla-server/src/argilla_server/_app.py
index bcc4e179f8..5a58596096 100644
--- a/argilla-server/src/argilla_server/_app.py
+++ b/argilla-server/src/argilla_server/_app.py
@@ -29,13 +29,14 @@
 
 from argilla_server import helpers
 from argilla_server._version import __version__ as argilla_version
-from argilla_server.apis.routes import api_v1
+from argilla_server.api.routes import api_v1
 from argilla_server.constants import DEFAULT_API_KEY, DEFAULT_PASSWORD, DEFAULT_USERNAME
 from argilla_server.contexts import accounts
 from argilla_server.database import get_async_db
 from argilla_server.logging import configure_logging
 from argilla_server.models import User
 from argilla_server.pydantic_v1.errors import ConfigError
+from argilla_server.search_engine import get_search_engine
 from argilla_server.security import auth
 from argilla_server.settings import settings
 from argilla_server.static_rewrite import RewriteStaticFiles
@@ -65,7 +66,7 @@ async def redirect_api():
     for app_configure in [
         configure_app_logging,
         configure_database,
-        wait_for_search_engine,
+        configure_search_engine,
         configure_telemetry,
         configure_middleware,
         configure_app_security,
@@ -147,10 +148,33 @@ def _create_statics_folder(path_from):
     )
 
 
-def wait_for_search_engine(app: FastAPI):
-    # TODO: Ping search engine to check if it is available
-    pass
+def configure_search_engine(app: FastAPI):
+    @app.on_event("startup")
+    async def configure_elasticsearch():
+        if not settings.search_engine_is_elasticsearch:
+            return
+
+        logging.getLogger("elasticsearch").setLevel(logging.ERROR)
+        logging.getLogger("elastic_transport").setLevel(logging.ERROR)
+
+    @app.on_event("startup")
+    async def configure_opensearch():
+        if not settings.search_engine_is_opensearch:
+            return
 
+        logging.getLogger("opensearch").setLevel(logging.ERROR)
+        logging.getLogger("opensearch_transport").setLevel(logging.ERROR)
+
+    @app.on_event("startup")
+    @backoff.on_exception(backoff.expo, ConnectionError, max_time=60)
+    async def ping_search_engine():
+        async for search_engine in get_search_engine():
+            if not await search_engine.ping():
+                raise ConnectionError(
+                    f"Your {settings.search_engine} endpoint at {settings.obfuscated_elasticsearch()} is not available or not responding.\n"
+                    f"Please make sure your {settings.search_engine} instance is launched and correctly running and\n"
+                    "you have the necessary access permissions. Once you have verified this, restart the argilla server.\n"
+                )
 
 
 def configure_app_security(app: FastAPI):
diff --git a/argilla-server/src/argilla_server/apis/__init__.py b/argilla-server/src/argilla_server/api/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/__init__.py
rename to argilla-server/src/argilla_server/api/__init__.py
diff --git a/argilla-server/src/argilla_server/apis/errors/__init__.py b/argilla-server/src/argilla_server/api/errors/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/errors/__init__.py
rename to argilla-server/src/argilla_server/api/errors/__init__.py
diff --git a/argilla-server/src/argilla_server/apis/errors/v1/__init__.py b/argilla-server/src/argilla_server/api/errors/v1/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/errors/v1/__init__.py
rename to argilla-server/src/argilla_server/api/errors/v1/__init__.py
diff --git a/argilla-server/src/argilla_server/apis/errors/v1/exception_handlers.py b/argilla-server/src/argilla_server/api/errors/v1/exception_handlers.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/errors/v1/exception_handlers.py
rename to argilla-server/src/argilla_server/api/errors/v1/exception_handlers.py
diff --git a/argilla-server/src/argilla_server/apis/v1/__init__.py b/argilla-server/src/argilla_server/api/handlers/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/v1/__init__.py
rename to argilla-server/src/argilla_server/api/handlers/__init__.py
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/__init__.py b/argilla-server/src/argilla_server/api/handlers/v1/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/apis/v1/handlers/__init__.py
rename to argilla-server/src/argilla_server/api/handlers/v1/__init__.py
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/authentication.py b/argilla-server/src/argilla_server/api/handlers/v1/authentication.py
similarity index 96%
rename from argilla-server/src/argilla_server/apis/v1/handlers/authentication.py
rename to argilla-server/src/argilla_server/api/handlers/v1/authentication.py
index 7834bc9903..14a80ee4e2 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/authentication.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/authentication.py
@@ -17,10 +17,10 @@
 from fastapi import APIRouter, Depends, Form, status
 from sqlalchemy.ext.asyncio import AsyncSession
 
+from argilla_server.api.schemas.v1.oauth2 import Token
 from argilla_server.contexts import accounts
 from argilla_server.database import get_async_db
 from argilla_server.errors import UnauthorizedError
-from argilla_server.schemas.v1.oauth2 import Token
 
 router = APIRouter(tags=["Authentication"])
 
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/__init__.py b/argilla-server/src/argilla_server/api/handlers/v1/datasets/__init__.py
similarity index 69%
rename from argilla-server/src/argilla_server/apis/v1/handlers/datasets/__init__.py
rename to argilla-server/src/argilla_server/api/handlers/v1/datasets/__init__.py
index 6da759cd95..e374c304c8 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/__init__.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/datasets/__init__.py
@@ -14,10 +14,10 @@
 
 from fastapi import APIRouter
 
-from argilla_server.apis.v1.handlers.datasets.datasets import router as datasets_router
-from argilla_server.apis.v1.handlers.datasets.questions import router as questions_router
-from argilla_server.apis.v1.handlers.datasets.records import router as records_router
-from argilla_server.apis.v1.handlers.datasets.records_bulk import router as records_bulk_router
+from argilla_server.api.handlers.v1.datasets.datasets import router as datasets_router
+from argilla_server.api.handlers.v1.datasets.questions import router as questions_router
+from argilla_server.api.handlers.v1.datasets.records import router as records_router
+from argilla_server.api.handlers.v1.datasets.records_bulk import router as records_bulk_router
 
 router = APIRouter(tags=["datasets"])
 
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/datasets.py b/argilla-server/src/argilla_server/api/handlers/v1/datasets/datasets.py
similarity index 85%
rename from argilla-server/src/argilla_server/apis/v1/handlers/datasets/datasets.py
rename to argilla-server/src/argilla_server/api/handlers/v1/datasets/datasets.py
index 54cd97365d..d1b1a4ce8f 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/datasets.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/datasets/datasets.py
@@ -20,24 +20,28 @@
 from sqlalchemy.orm import selectinload
 
 from argilla_server import models
-from argilla_server.contexts import accounts, datasets
-from argilla_server.database import get_async_db
-from argilla_server.enums import ResponseStatus
-from argilla_server.models import Dataset, User, Workspace
-from argilla_server.policies import DatasetPolicyV1, MetadataPropertyPolicyV1, authorize, is_authorized
-from argilla_server.schemas.v1.datasets import (
+from argilla_server.api.policies.v1 import DatasetPolicy, MetadataPropertyPolicy, authorize, is_authorized
+from argilla_server.api.schemas.v1.datasets import (
     Dataset as DatasetSchema,
 )
-from argilla_server.schemas.v1.datasets import (
+from argilla_server.api.schemas.v1.datasets import (
     DatasetCreate,
     DatasetMetrics,
     DatasetProgress,
     Datasets,
     DatasetUpdate,
 )
-from argilla_server.schemas.v1.fields import Field, FieldCreate, Fields
-from argilla_server.schemas.v1.metadata_properties import MetadataProperties, MetadataProperty, MetadataPropertyCreate
-from argilla_server.schemas.v1.vector_settings import VectorSettings, VectorSettingsCreate, VectorsSettings
+from argilla_server.api.schemas.v1.fields import Field, FieldCreate, Fields
+from argilla_server.api.schemas.v1.metadata_properties import (
+    MetadataProperties,
+    MetadataProperty,
+    MetadataPropertyCreate,
+)
+from argilla_server.api.schemas.v1.vector_settings import VectorSettings, VectorSettingsCreate, VectorsSettings
+from argilla_server.contexts import accounts, datasets
+from argilla_server.database import get_async_db
+from argilla_server.enums import ResponseStatus
+from argilla_server.models import Dataset, User, Workspace
 from argilla_server.search_engine import (
     SearchEngine,
     get_search_engine,
@@ -55,7 +59,7 @@ async def _filter_metadata_properties_by_policy(
 
     for metadata_property in metadata_properties:
         metadata_property_is_authorized = await is_authorized(
-            current_user, MetadataPropertyPolicyV1.get(metadata_property)
+            current_user, MetadataPropertyPolicy.get(metadata_property)
         )
 
         if metadata_property_is_authorized:
@@ -71,7 +75,7 @@ async def list_current_user_datasets(
     workspace_id: Optional[UUID] = None,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, DatasetPolicyV1.list(workspace_id))
+    await authorize(current_user, DatasetPolicy.list(workspace_id))
 
     if not workspace_id:
         if current_user.is_owner:
@@ -91,7 +95,7 @@ async def list_dataset_fields(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.fields)])
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return Fields(items=dataset.fields)
 
@@ -102,7 +106,7 @@ async def list_dataset_vector_settings(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.vectors_settings)])
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return VectorsSettings(items=dataset.vectors_settings)
 
@@ -113,7 +117,7 @@ async def list_current_user_dataset_metadata_properties(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.metadata_properties)])
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     filtered_metadata_properties = await _filter_metadata_properties_by_policy(
         current_user, dataset.metadata_properties
@@ -128,7 +132,7 @@ async def get_dataset(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return dataset
 
@@ -142,7 +146,7 @@ async def get_current_user_dataset_metrics(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return {
         "records": {
@@ -172,7 +176,7 @@ async def get_dataset_progress(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return await datasets.get_dataset_progress(db, dataset_id)
 
@@ -184,7 +188,7 @@ async def create_dataset(
     dataset_create: DatasetCreate,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, DatasetPolicyV1.create(dataset_create.workspace_id))
+    await authorize(current_user, DatasetPolicy.create(dataset_create.workspace_id))
 
     return await datasets.create_dataset(db, dataset_create)
 
@@ -199,7 +203,7 @@ async def create_dataset_field(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.create_field(dataset))
+    await authorize(current_user, DatasetPolicy.create_field(dataset))
 
     return await datasets.create_field(db, dataset, field_create)
 
@@ -217,7 +221,7 @@ async def create_dataset_metadata_property(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.create_metadata_property(dataset))
+    await authorize(current_user, DatasetPolicy.create_metadata_property(dataset))
 
     return await datasets.create_metadata_property(db, search_engine, dataset, metadata_property_create)
 
@@ -235,7 +239,7 @@ async def create_dataset_vector_settings(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.create_vector_settings(dataset))
+    await authorize(current_user, DatasetPolicy.create_vector_settings(dataset))
 
     return await datasets.create_vector_settings(db, search_engine, dataset, vector_settings_create)
 
@@ -260,7 +264,7 @@ async def publish_dataset(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.publish(dataset))
+    await authorize(current_user, DatasetPolicy.publish(dataset))
 
     dataset = await datasets.publish_dataset(db, search_engine, dataset)
 
@@ -282,7 +286,7 @@ async def delete_dataset(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.delete(dataset))
+    await authorize(current_user, DatasetPolicy.delete(dataset))
 
     return await datasets.delete_dataset(db, search_engine, dataset)
 
@@ -297,6 +301,6 @@ async def update_dataset(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.update(dataset))
+    await authorize(current_user, DatasetPolicy.update(dataset))
 
     return await datasets.update_dataset(db, dataset, dataset_update)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/questions.py b/argilla-server/src/argilla_server/api/handlers/v1/datasets/questions.py
similarity index 88%
rename from argilla-server/src/argilla_server/apis/v1/handlers/datasets/questions.py
rename to argilla-server/src/argilla_server/api/handlers/v1/datasets/questions.py
index 2d03d15c7e..69815d755f 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/questions.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/datasets/questions.py
@@ -19,11 +19,11 @@
 from sqlalchemy.orm import selectinload
 from starlette import status
 
+from argilla_server.api.policies.v1 import DatasetPolicy, authorize
+from argilla_server.api.schemas.v1.questions import Question, QuestionCreate, Questions
 from argilla_server.contexts import questions
 from argilla_server.database import get_async_db
 from argilla_server.models import Dataset, User
-from argilla_server.policies import DatasetPolicyV1, authorize
-from argilla_server.schemas.v1.questions import Question, QuestionCreate, Questions
 from argilla_server.security import auth
 
 router = APIRouter()
@@ -35,7 +35,7 @@ async def list_dataset_questions(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.questions)])
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     return Questions(items=dataset.questions)
 
@@ -59,6 +59,6 @@ async def create_dataset_question(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.create_question(dataset))
+    await authorize(current_user, DatasetPolicy.create_question(dataset))
 
     return await questions.create_question(db, dataset, question_create)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/records.py b/argilla-server/src/argilla_server/api/handlers/v1/datasets/records.py
similarity index 95%
rename from argilla-server/src/argilla_server/apis/v1/handlers/datasets/records.py
rename to argilla-server/src/argilla_server/api/handlers/v1/datasets/records.py
index ed65f1474a..f8560b362e 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/records.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/datasets/records.py
@@ -22,15 +22,9 @@
 from typing_extensions import Annotated
 
 import argilla_server.search_engine as search_engine
-from argilla_server.contexts import datasets, search
-from argilla_server.database import get_async_db
-from argilla_server.enums import MetadataPropertyType, RecordSortField, ResponseStatusFilter, SortOrder
-from argilla_server.errors.future import MissingVectorError, NotFoundError, UnprocessableEntityError
-from argilla_server.errors.future.base_errors import MISSING_VECTOR_ERROR_CODE
-from argilla_server.models import Dataset, Field, MetadataProperty, Record, User, VectorSettings
-from argilla_server.policies import DatasetPolicyV1, RecordPolicyV1, authorize, is_authorized
-from argilla_server.schemas.v1.datasets import Dataset as DatasetSchema
-from argilla_server.schemas.v1.records import (
+from argilla_server.api.policies.v1 import DatasetPolicy, RecordPolicy, authorize, is_authorized
+from argilla_server.api.schemas.v1.datasets import Dataset as DatasetSchema
+from argilla_server.api.schemas.v1.records import (
     Filters,
     FilterScope,
     MetadataFilterScope,
@@ -48,14 +42,20 @@
     SearchRecordsResult,
     TermsFilter,
 )
-from argilla_server.schemas.v1.records import Record as RecordSchema
-from argilla_server.schemas.v1.responses import ResponseFilterScope
-from argilla_server.schemas.v1.suggestions import (
+from argilla_server.api.schemas.v1.records import Record as RecordSchema
+from argilla_server.api.schemas.v1.responses import ResponseFilterScope
+from argilla_server.api.schemas.v1.suggestions import (
     SearchSuggestionOptions,
     SearchSuggestionOptionsQuestion,
     SearchSuggestionsOptions,
     SuggestionFilterScope,
 )
+from argilla_server.contexts import datasets, search
+from argilla_server.database import get_async_db
+from argilla_server.enums import MetadataPropertyType, RecordSortField, ResponseStatusFilter, SortOrder
+from argilla_server.errors.future import MissingVectorError, NotFoundError, UnprocessableEntityError
+from argilla_server.errors.future.base_errors import MISSING_VECTOR_ERROR_CODE
+from argilla_server.models import Dataset, Field, MetadataProperty, Record, User, VectorSettings
 from argilla_server.search_engine import (
     AndFilter,
     FloatMetadataFilter,
@@ -370,7 +370,7 @@ async def list_current_user_dataset_records(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.metadata_properties)])
 
-    await authorize(current_user, DatasetPolicyV1.get(dataset))
+    await authorize(current_user, DatasetPolicy.get(dataset))
 
     records, total = await _filter_records_using_search_engine(
         db,
@@ -408,7 +408,7 @@ async def list_dataset_records(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.list_records_with_all_responses(dataset))
+    await authorize(current_user, DatasetPolicy.list_records_with_all_responses(dataset))
 
     records, total = await _filter_records_using_search_engine(
         db,
@@ -451,7 +451,7 @@ async def create_dataset_records(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.create_records(dataset))
+    await authorize(current_user, DatasetPolicy.create_records(dataset))
 
     await datasets.create_records(db, search_engine, dataset, records_create)
 
@@ -483,7 +483,7 @@ async def update_dataset_records(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.update_records(dataset))
+    await authorize(current_user, DatasetPolicy.update_records(dataset))
 
     await datasets.update_records(db, search_engine, dataset, records_update)
 
@@ -501,7 +501,7 @@ async def delete_dataset_records(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.delete_records(dataset))
+    await authorize(current_user, DatasetPolicy.delete_records(dataset))
 
     record_ids = parse_uuids(ids)
     num_records = len(record_ids)
@@ -545,7 +545,7 @@ async def search_current_user_dataset_records(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.search_records(dataset))
+    await authorize(current_user, DatasetPolicy.search_records(dataset))
 
     await _validate_search_records_query(db, body, dataset_id)
 
@@ -612,7 +612,7 @@ async def search_dataset_records(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id, options=[selectinload(Dataset.fields)])
 
-    await authorize(current_user, DatasetPolicyV1.search_records_with_all_responses(dataset))
+    await authorize(current_user, DatasetPolicy.search_records_with_all_responses(dataset))
 
     await _validate_search_records_query(db, body, dataset_id)
 
@@ -665,7 +665,7 @@ async def list_dataset_records_search_suggestions_options(
 ):
     dataset = await Dataset.get_or_raise(db, dataset_id)
 
-    await authorize(current_user, DatasetPolicyV1.search_records(dataset))
+    await authorize(current_user, DatasetPolicy.search_records(dataset))
 
     suggestion_agents_by_question = await search.get_dataset_suggestion_agents_by_question(db, dataset.id)
 
@@ -686,6 +686,6 @@ async def _filter_record_metadata_for_user(record: Record, user: User) -> Option
 
     metadata = {}
     for metadata_name in list(record.metadata_.keys()):
-        if await is_authorized(user, RecordPolicyV1.get_metadata(record, metadata_name)):
+        if await is_authorized(user, RecordPolicy.get_metadata(record, metadata_name)):
             metadata[metadata_name] = record.metadata_[metadata_name]
     return metadata
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/records_bulk.py b/argilla-server/src/argilla_server/api/handlers/v1/datasets/records_bulk.py
similarity index 93%
rename from argilla-server/src/argilla_server/apis/v1/handlers/datasets/records_bulk.py
rename to argilla-server/src/argilla_server/api/handlers/v1/datasets/records_bulk.py
index 25a43ad7c5..f8c9b2c2a2 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/datasets/records_bulk.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/datasets/records_bulk.py
@@ -19,11 +19,11 @@
 from sqlalchemy.orm import selectinload
 from starlette import status
 
+from argilla_server.api.policies.v1 import DatasetPolicy, authorize
+from argilla_server.api.schemas.v1.records_bulk import RecordsBulk, RecordsBulkCreate, RecordsBulkUpsert
 from argilla_server.bulk.records_bulk import CreateRecordsBulk, UpsertRecordsBulk
 from argilla_server.database import get_async_db
 from argilla_server.models import Dataset, User
-from argilla_server.policies import DatasetPolicyV1, authorize
-from argilla_server.schemas.v1.records_bulk import RecordsBulk, RecordsBulkCreate, RecordsBulkUpsert
 from argilla_server.search_engine import SearchEngine, get_search_engine
 from argilla_server.security import auth
 from argilla_server.telemetry import TelemetryClient, get_telemetry_client
@@ -84,7 +84,7 @@ async def upsert_dataset_records_bulk(
         ],
     )
 
-    await authorize(current_user, DatasetPolicyV1.upsert_records(dataset))
+    await authorize(current_user, DatasetPolicy.upsert_records(dataset))
 
     records_bulk = await UpsertRecordsBulk(db, search_engine).upsert_records_bulk(dataset, records_bulk_create)
 
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/fields.py b/argilla-server/src/argilla_server/api/handlers/v1/fields.py
similarity index 84%
rename from argilla-server/src/argilla_server/apis/v1/handlers/fields.py
rename to argilla-server/src/argilla_server/api/handlers/v1/fields.py
index 497e4055ac..87f983f255 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/fields.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/fields.py
@@ -18,12 +18,12 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.policies.v1 import FieldPolicy, authorize
+from argilla_server.api.schemas.v1.fields import Field as FieldSchema
+from argilla_server.api.schemas.v1.fields import FieldUpdate
 from argilla_server.contexts import datasets
 from argilla_server.database import get_async_db
 from argilla_server.models import Field, User
-from argilla_server.policies import FieldPolicyV1, authorize
-from argilla_server.schemas.v1.fields import Field as FieldSchema
-from argilla_server.schemas.v1.fields import FieldUpdate
 from argilla_server.security import auth
 
 router = APIRouter(tags=["fields"])
@@ -39,7 +39,7 @@ async def update_field(
 ):
     field = await Field.get_or_raise(db, field_id, options=[selectinload(Field.dataset)])
 
-    await authorize(current_user, FieldPolicyV1.update(field))
+    await authorize(current_user, FieldPolicy.update(field))
 
     return await datasets.update_field(db, field, field_update)
 
@@ -53,6 +53,6 @@ async def delete_field(
 ):
     field = await Field.get_or_raise(db, field_id, options=[selectinload(Field.dataset)])
 
-    await authorize(current_user, FieldPolicyV1.delete(field))
+    await authorize(current_user, FieldPolicy.delete(field))
 
     return await datasets.delete_field(db, field)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/info.py b/argilla-server/src/argilla_server/api/handlers/v1/info.py
similarity index 95%
rename from argilla-server/src/argilla_server/apis/v1/handlers/info.py
rename to argilla-server/src/argilla_server/api/handlers/v1/info.py
index 7a1f1d271e..66ec8d0e68 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/info.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/info.py
@@ -14,8 +14,8 @@
 
 from fastapi import APIRouter, Depends
 
+from argilla_server.api.schemas.v1.info import Status, Version
 from argilla_server.contexts import info
-from argilla_server.schemas.v1.info import Status, Version
 from argilla_server.search_engine import SearchEngine, get_search_engine
 
 router = APIRouter(tags=["info"])
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/metadata_properties.py b/argilla-server/src/argilla_server/api/handlers/v1/metadata_properties.py
similarity index 86%
rename from argilla-server/src/argilla_server/apis/v1/handlers/metadata_properties.py
rename to argilla-server/src/argilla_server/api/handlers/v1/metadata_properties.py
index b6c3553d38..2034505df2 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/metadata_properties.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/metadata_properties.py
@@ -18,17 +18,17 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
-from argilla_server.contexts import datasets
-from argilla_server.database import get_async_db
-from argilla_server.models import MetadataProperty, User
-from argilla_server.policies import MetadataPropertyPolicyV1, authorize
-from argilla_server.schemas.v1.metadata_properties import (
+from argilla_server.api.policies.v1 import MetadataPropertyPolicy, authorize
+from argilla_server.api.schemas.v1.metadata_properties import (
     MetadataMetrics,
     MetadataPropertyUpdate,
 )
-from argilla_server.schemas.v1.metadata_properties import (
+from argilla_server.api.schemas.v1.metadata_properties import (
     MetadataProperty as MetadataPropertySchema,
 )
+from argilla_server.contexts import datasets
+from argilla_server.database import get_async_db
+from argilla_server.models import MetadataProperty, User
 from argilla_server.search_engine import SearchEngine, get_search_engine
 from argilla_server.security import auth
 
@@ -49,7 +49,7 @@ async def get_metadata_property_metrics(
         options=[selectinload(MetadataProperty.dataset)],
     )
 
-    await authorize(current_user, MetadataPropertyPolicyV1.get(metadata_property))
+    await authorize(current_user, MetadataPropertyPolicy.get(metadata_property))
 
     return await search_engine.compute_metrics_for(metadata_property)
 
@@ -68,7 +68,7 @@ async def update_metadata_property(
         options=[selectinload(MetadataProperty.dataset)],
     )
 
-    await authorize(current_user, MetadataPropertyPolicyV1.update(metadata_property))
+    await authorize(current_user, MetadataPropertyPolicy.update(metadata_property))
 
     return await datasets.update_metadata_property(db, metadata_property, metadata_property_update)
 
@@ -86,6 +86,6 @@ async def delete_metadata_property(
         options=[selectinload(MetadataProperty.dataset)],
     )
 
-    await authorize(current_user, MetadataPropertyPolicyV1.delete(metadata_property))
+    await authorize(current_user, MetadataPropertyPolicy.delete(metadata_property))
 
     return await datasets.delete_metadata_property(db, metadata_property)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/oauth2.py b/argilla-server/src/argilla_server/api/handlers/v1/oauth2.py
similarity index 98%
rename from argilla-server/src/argilla_server/apis/v1/handlers/oauth2.py
rename to argilla-server/src/argilla_server/api/handlers/v1/oauth2.py
index 8cb4439feb..fd6b30bb24 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/oauth2.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/oauth2.py
@@ -17,12 +17,12 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from argilla_server import telemetry
+from argilla_server.api.schemas.v1.oauth2 import Provider, Providers, Token
 from argilla_server.contexts import accounts
 from argilla_server.database import get_async_db
 from argilla_server.enums import UserRole
 from argilla_server.errors.future import AuthenticationError
 from argilla_server.models import User
-from argilla_server.schemas.v1.oauth2 import Provider, Providers, Token
 from argilla_server.security.authentication.jwt import JWT
 from argilla_server.security.authentication.oauth2 import OAuth2ClientProvider
 from argilla_server.security.authentication.userinfo import UserInfo
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/questions.py b/argilla-server/src/argilla_server/api/handlers/v1/questions.py
similarity index 84%
rename from argilla-server/src/argilla_server/apis/v1/handlers/questions.py
rename to argilla-server/src/argilla_server/api/handlers/v1/questions.py
index a8108c173c..b5dd662f23 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/questions.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/questions.py
@@ -18,12 +18,12 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.policies.v1 import QuestionPolicy, authorize
+from argilla_server.api.schemas.v1.questions import Question as QuestionSchema
+from argilla_server.api.schemas.v1.questions import QuestionUpdate
 from argilla_server.contexts import questions
 from argilla_server.database import get_async_db
 from argilla_server.models import Question, User
-from argilla_server.policies import QuestionPolicyV1, authorize
-from argilla_server.schemas.v1.questions import Question as QuestionSchema
-from argilla_server.schemas.v1.questions import QuestionUpdate
 from argilla_server.security import auth
 
 router = APIRouter(tags=["questions"])
@@ -39,7 +39,7 @@ async def update_question(
 ):
     question = await Question.get_or_raise(db, question_id, options=[selectinload(Question.dataset)])
 
-    await authorize(current_user, QuestionPolicyV1.update(question))
+    await authorize(current_user, QuestionPolicy.update(question))
 
     return await questions.update_question(db, question, question_update)
 
@@ -53,6 +53,6 @@ async def delete_question(
 ):
     question = await Question.get_or_raise(db, question_id, options=[selectinload(Question.dataset)])
 
-    await authorize(current_user, QuestionPolicyV1.delete(question))
+    await authorize(current_user, QuestionPolicy.delete(question))
 
     return await questions.delete_question(db, question)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/records.py b/argilla-server/src/argilla_server/api/handlers/v1/records.py
similarity index 89%
rename from argilla-server/src/argilla_server/apis/v1/handlers/records.py
rename to argilla-server/src/argilla_server/api/handlers/v1/records.py
index d85eb7bafc..a47ef4632b 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/records.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/records.py
@@ -20,16 +20,16 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.policies.v1 import RecordPolicy, authorize
+from argilla_server.api.schemas.v1.records import Record as RecordSchema
+from argilla_server.api.schemas.v1.records import RecordUpdate
+from argilla_server.api.schemas.v1.responses import Response, ResponseCreate
+from argilla_server.api.schemas.v1.suggestions import Suggestion as SuggestionSchema
+from argilla_server.api.schemas.v1.suggestions import SuggestionCreate, Suggestions
 from argilla_server.contexts import datasets, questions
 from argilla_server.database import get_async_db
 from argilla_server.errors.future.base_errors import NotFoundError, UnprocessableEntityError
 from argilla_server.models import Dataset, Question, Record, Suggestion, User
-from argilla_server.policies import RecordPolicyV1, authorize
-from argilla_server.schemas.v1.records import Record as RecordSchema
-from argilla_server.schemas.v1.records import RecordUpdate
-from argilla_server.schemas.v1.responses import Response, ResponseCreate
-from argilla_server.schemas.v1.suggestions import Suggestion as SuggestionSchema
-from argilla_server.schemas.v1.suggestions import SuggestionCreate, Suggestions
 from argilla_server.search_engine import SearchEngine, get_search_engine
 from argilla_server.security import auth
 from argilla_server.utils import parse_uuids
@@ -56,7 +56,7 @@ async def get_record(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.get(record))
+    await authorize(current_user, RecordPolicy.get(record))
 
     return record
 
@@ -81,7 +81,7 @@ async def update_record(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.update(record))
+    await authorize(current_user, RecordPolicy.update(record))
 
     return await datasets.update_record(db, search_engine, record, record_update)
 
@@ -104,7 +104,7 @@ async def create_record_response(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.create_response(record))
+    await authorize(current_user, RecordPolicy.create_response(record))
 
     return await datasets.create_response(db, search_engine, record, current_user, response_create)
 
@@ -126,7 +126,7 @@ async def get_record_suggestions(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.get_suggestions(record))
+    await authorize(current_user, RecordPolicy.get_suggestions(record))
 
     return Suggestions(items=record.suggestions)
 
@@ -159,7 +159,7 @@ async def upsert_suggestion(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.create_suggestion(record))
+    await authorize(current_user, RecordPolicy.create_suggestion(record))
 
     try:
         question = await Question.get_or_raise(
@@ -200,7 +200,7 @@ async def delete_record_suggestions(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.delete_suggestions(record))
+    await authorize(current_user, RecordPolicy.delete_suggestions(record))
 
     suggestion_ids = parse_uuids(ids)
     num_suggestions = len(suggestion_ids)
@@ -231,6 +231,6 @@ async def delete_record(
         ],
     )
 
-    await authorize(current_user, RecordPolicyV1.delete(record))
+    await authorize(current_user, RecordPolicy.delete(record))
 
     return await datasets.delete_record(db, search_engine, record)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/responses.py b/argilla-server/src/argilla_server/api/handlers/v1/responses.py
similarity index 90%
rename from argilla-server/src/argilla_server/apis/v1/handlers/responses.py
rename to argilla-server/src/argilla_server/api/handlers/v1/responses.py
index 0ad493d7ae..58a6222a00 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/responses.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/responses.py
@@ -18,18 +18,18 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
-from argilla_server.contexts import datasets
-from argilla_server.database import get_async_db
-from argilla_server.models import Dataset, Record, Response, User
-from argilla_server.policies import ResponsePolicyV1, authorize
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.policies.v1 import ResponsePolicy, authorize
+from argilla_server.api.schemas.v1.responses import (
     Response as ResponseSchema,
 )
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.schemas.v1.responses import (
     ResponsesBulk,
     ResponsesBulkCreate,
     ResponseUpdate,
 )
+from argilla_server.contexts import datasets
+from argilla_server.database import get_async_db
+from argilla_server.models import Dataset, Record, Response, User
 from argilla_server.search_engine import SearchEngine, get_search_engine
 from argilla_server.security import auth
 from argilla_server.use_cases.responses.upsert_responses_in_bulk import (
@@ -67,7 +67,7 @@ async def update_response(
         options=[selectinload(Response.record).selectinload(Record.dataset).selectinload(Dataset.questions)],
     )
 
-    await authorize(current_user, ResponsePolicyV1.update(response))
+    await authorize(current_user, ResponsePolicy.update(response))
 
     return await datasets.update_response(db, search_engine, response, response_update)
 
@@ -86,6 +86,6 @@ async def delete_response(
         options=[selectinload(Response.record).selectinload(Record.dataset).selectinload(Dataset.questions)],
     )
 
-    await authorize(current_user, ResponsePolicyV1.delete(response))
+    await authorize(current_user, ResponsePolicy.delete(response))
 
     return await datasets.delete_response(db, search_engine, response)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/settings.py b/argilla-server/src/argilla_server/api/handlers/v1/settings.py
similarity index 93%
rename from argilla-server/src/argilla_server/apis/v1/handlers/settings.py
rename to argilla-server/src/argilla_server/api/handlers/v1/settings.py
index c0e4efd472..98a77d887e 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/settings.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/settings.py
@@ -14,8 +14,8 @@
 
 from fastapi import APIRouter
 
+from argilla_server.api.schemas.v1.settings import Settings
 from argilla_server.contexts import settings
-from argilla_server.schemas.v1.settings import Settings
 
 router = APIRouter(tags=["settings"])
 
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/suggestions.py b/argilla-server/src/argilla_server/api/handlers/v1/suggestions.py
similarity index 88%
rename from argilla-server/src/argilla_server/apis/v1/handlers/suggestions.py
rename to argilla-server/src/argilla_server/api/handlers/v1/suggestions.py
index 912591d14d..2c700aab75 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/suggestions.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/suggestions.py
@@ -18,11 +18,11 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.policies.v1 import SuggestionPolicy, authorize
+from argilla_server.api.schemas.v1.suggestions import Suggestion as SuggestionSchema
 from argilla_server.contexts import datasets
 from argilla_server.database import get_async_db
 from argilla_server.models import Record, Suggestion, User
-from argilla_server.policies import SuggestionPolicyV1, authorize
-from argilla_server.schemas.v1.suggestions import Suggestion as SuggestionSchema
 from argilla_server.search_engine import SearchEngine, get_search_engine
 from argilla_server.security import auth
 
@@ -46,6 +46,6 @@ async def delete_suggestion(
         ],
     )
 
-    await authorize(current_user, SuggestionPolicyV1.delete(suggestion))
+    await authorize(current_user, SuggestionPolicy.delete(suggestion))
 
     return await datasets.delete_suggestion(db, search_engine, suggestion)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/users.py b/argilla-server/src/argilla_server/api/handlers/v1/users.py
similarity index 84%
rename from argilla-server/src/argilla_server/apis/v1/handlers/users.py
rename to argilla-server/src/argilla_server/api/handlers/v1/users.py
index d0489133f4..3e40816393 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/users.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/users.py
@@ -19,14 +19,14 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from argilla_server import telemetry
+from argilla_server.api.policies.v1 import UserPolicy, authorize
+from argilla_server.api.schemas.v1.users import User as UserSchema
+from argilla_server.api.schemas.v1.users import UserCreate, Users
+from argilla_server.api.schemas.v1.workspaces import Workspaces
 from argilla_server.contexts import accounts
 from argilla_server.database import get_async_db
 from argilla_server.errors.future import NotUniqueError
 from argilla_server.models import User
-from argilla_server.policies import UserPolicyV1, authorize
-from argilla_server.schemas.v1.users import User as UserSchema
-from argilla_server.schemas.v1.users import UserCreate, Users
-from argilla_server.schemas.v1.workspaces import Workspaces
 from argilla_server.security import auth
 
 router = APIRouter(tags=["users"])
@@ -46,7 +46,7 @@ async def get_user(
     user_id: UUID,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, UserPolicyV1.get)
+    await authorize(current_user, UserPolicy.get)
 
     return await User.get_or_raise(db, user_id)
 
@@ -57,7 +57,7 @@ async def list_users(
     db: AsyncSession = Depends(get_async_db),
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, UserPolicyV1.list)
+    await authorize(current_user, UserPolicy.list)
 
     users = await accounts.list_users(db)
 
@@ -71,7 +71,7 @@ async def create_user(
     user_create: UserCreate,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, UserPolicyV1.create)
+    await authorize(current_user, UserPolicy.create)
 
     user = await accounts.create_user(db, user_create.dict())
 
@@ -89,7 +89,7 @@ async def delete_user(
 ):
     user = await User.get_or_raise(db, user_id)
 
-    await authorize(current_user, UserPolicyV1.delete)
+    await authorize(current_user, UserPolicy.delete)
 
     return await accounts.delete_user(db, user)
 
@@ -101,7 +101,7 @@ async def list_user_workspaces(
     user_id: UUID,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, UserPolicyV1.list_workspaces)
+    await authorize(current_user, UserPolicy.list_workspaces)
 
     user = await User.get_or_raise(db, user_id)
 
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/vectors_settings.py b/argilla-server/src/argilla_server/api/handlers/v1/vectors_settings.py
similarity index 83%
rename from argilla-server/src/argilla_server/apis/v1/handlers/vectors_settings.py
rename to argilla-server/src/argilla_server/api/handlers/v1/vectors_settings.py
index 70981e4bf1..115ca4935b 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/vectors_settings.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/vectors_settings.py
@@ -18,12 +18,12 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.policies.v1 import VectorSettingsPolicy, authorize
+from argilla_server.api.schemas.v1.vector_settings import VectorSettings as VectorSettingsSchema
+from argilla_server.api.schemas.v1.vector_settings import VectorSettingsUpdate
 from argilla_server.contexts import datasets
 from argilla_server.database import get_async_db
 from argilla_server.models import User, VectorSettings
-from argilla_server.policies import VectorSettingsPolicyV1, authorize
-from argilla_server.schemas.v1.vector_settings import VectorSettings as VectorSettingsSchema
-from argilla_server.schemas.v1.vector_settings import VectorSettingsUpdate
 from argilla_server.security import auth
 
 router = APIRouter(tags=["vectors-settings"])
@@ -43,7 +43,7 @@ async def update_vector_settings(
         options=[selectinload(VectorSettings.dataset)],
     )
 
-    await authorize(current_user, VectorSettingsPolicyV1.update(vector_settings))
+    await authorize(current_user, VectorSettingsPolicy.update(vector_settings))
 
     return await datasets.update_vector_settings(db, vector_settings, vector_settings_update)
 
@@ -61,6 +61,6 @@ async def delete_vector_settings(
         options=[selectinload(VectorSettings.dataset)],
     )
 
-    await authorize(current_user, VectorSettingsPolicyV1.delete(vector_settings))
+    await authorize(current_user, VectorSettingsPolicy.delete(vector_settings))
 
     return await datasets.delete_vector_settings(db, vector_settings)
diff --git a/argilla-server/src/argilla_server/apis/v1/handlers/workspaces.py b/argilla-server/src/argilla_server/api/handlers/v1/workspaces.py
similarity index 84%
rename from argilla-server/src/argilla_server/apis/v1/handlers/workspaces.py
rename to argilla-server/src/argilla_server/api/handlers/v1/workspaces.py
index 7aa42e0e99..48f1c70319 100644
--- a/argilla-server/src/argilla_server/apis/v1/handlers/workspaces.py
+++ b/argilla-server/src/argilla_server/api/handlers/v1/workspaces.py
@@ -17,21 +17,21 @@
 from fastapi import APIRouter, Depends, Security, status
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from argilla_server.contexts import accounts, datasets
-from argilla_server.database import get_async_db
-from argilla_server.errors.future import NotFoundError, UnprocessableEntityError
-from argilla_server.models import User, Workspace, WorkspaceUser
-from argilla_server.policies import WorkspacePolicyV1, WorkspaceUserPolicyV1, authorize
-from argilla_server.schemas.v1.users import User as UserSchema
-from argilla_server.schemas.v1.users import Users
-from argilla_server.schemas.v1.workspaces import (
+from argilla_server.api.policies.v1 import WorkspacePolicy, WorkspaceUserPolicy, authorize
+from argilla_server.api.schemas.v1.users import User as UserSchema
+from argilla_server.api.schemas.v1.users import Users
+from argilla_server.api.schemas.v1.workspaces import (
     Workspace as WorkspaceSchema,
 )
-from argilla_server.schemas.v1.workspaces import (
+from argilla_server.api.schemas.v1.workspaces import (
     WorkspaceCreate,
     Workspaces,
     WorkspaceUserCreate,
 )
+from argilla_server.contexts import accounts, datasets
+from argilla_server.database import get_async_db
+from argilla_server.errors.future import NotFoundError, UnprocessableEntityError
+from argilla_server.models import User, Workspace, WorkspaceUser
 from argilla_server.security import auth
 
 router = APIRouter(tags=["workspaces"])
@@ -44,7 +44,7 @@ async def get_workspace(
     workspace_id: UUID,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, WorkspacePolicyV1.get(workspace_id))
+    await authorize(current_user, WorkspacePolicy.get(workspace_id))
 
     return await Workspace.get_or_raise(db, workspace_id)
 
@@ -56,7 +56,7 @@ async def create_workspace(
     workspace_create: WorkspaceCreate,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, WorkspacePolicyV1.create)
+    await authorize(current_user, WorkspacePolicy.create)
 
     return await accounts.create_workspace(db, workspace_create.dict())
 
@@ -68,7 +68,7 @@ async def delete_workspace(
     workspace_id: UUID,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, WorkspacePolicyV1.delete)
+    await authorize(current_user, WorkspacePolicy.delete)
 
     workspace = await Workspace.get_or_raise(db, workspace_id)
 
@@ -81,7 +81,7 @@ async def list_workspaces_me(
     db: AsyncSession = Depends(get_async_db),
     current_user: User = Security(auth.get_current_user),
 ) -> Workspaces:
-    await authorize(current_user, WorkspacePolicyV1.list_workspaces_me)
+    await authorize(current_user, WorkspacePolicy.list_workspaces_me)
 
     if current_user.is_owner:
         workspaces = await accounts.list_workspaces(db)
@@ -98,7 +98,7 @@ async def list_workspace_users(
     workspace_id: UUID,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, WorkspaceUserPolicyV1.list(workspace_id))
+    await authorize(current_user, WorkspaceUserPolicy.list(workspace_id))
 
     workspace = await Workspace.get_or_raise(db, workspace_id)
 
@@ -115,7 +115,7 @@ async def create_workspace_user(
     workspace_user_create: WorkspaceUserCreate,
     current_user: User = Security(auth.get_current_user),
 ):
-    await authorize(current_user, WorkspaceUserPolicyV1.create)
+    await authorize(current_user, WorkspaceUserPolicy.create)
 
     workspace = await Workspace.get_or_raise(db, workspace_id)
 
@@ -139,7 +139,7 @@ async def delete_workspace_user(
 ):
     workspace_user = await WorkspaceUser.get_by_or_raise(db, workspace_id=workspace_id, user_id=user_id)
 
-    await authorize(current_user, WorkspaceUserPolicyV1.delete(workspace_user))
+    await authorize(current_user, WorkspaceUserPolicy.delete(workspace_user))
 
     await accounts.delete_workspace_user(db, workspace_user)
 
diff --git a/argilla-server/src/argilla_server/schemas/__init__.py b/argilla-server/src/argilla_server/api/policies/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/__init__.py
rename to argilla-server/src/argilla_server/api/policies/__init__.py
diff --git a/argilla-server/src/argilla_server/api/policies/v1/__init__.py b/argilla-server/src/argilla_server/api/policies/v1/__init__.py
new file mode 100644
index 0000000000..706b196d28
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/__init__.py
@@ -0,0 +1,42 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import authorize, is_authorized
+from argilla_server.api.policies.v1.dataset_policy import DatasetPolicy
+from argilla_server.api.policies.v1.field_policy import FieldPolicy
+from argilla_server.api.policies.v1.metadata_property_policy import MetadataPropertyPolicy
+from argilla_server.api.policies.v1.question_policy import QuestionPolicy
+from argilla_server.api.policies.v1.record_policy import RecordPolicy
+from argilla_server.api.policies.v1.response_policy import ResponsePolicy
+from argilla_server.api.policies.v1.suggestion_policy import SuggestionPolicy
+from argilla_server.api.policies.v1.user_policy import UserPolicy
+from argilla_server.api.policies.v1.vector_settings_policy import VectorSettingsPolicy
+from argilla_server.api.policies.v1.workspace_policy import WorkspacePolicy
+from argilla_server.api.policies.v1.workspace_user_policy import WorkspaceUserPolicy
+
+__all__ = [
+    "DatasetPolicy",
+    "FieldPolicy",
+    "MetadataPropertyPolicy",
+    "QuestionPolicy",
+    "RecordPolicy",
+    "ResponsePolicy",
+    "SuggestionPolicy",
+    "UserPolicy",
+    "VectorSettingsPolicy",
+    "WorkspacePolicy",
+    "WorkspaceUserPolicy",
+    "authorize",
+    "is_authorized",
+]
diff --git a/argilla-server/src/argilla_server/api/policies/v1/commons.py b/argilla-server/src/argilla_server/api/policies/v1/commons.py
new file mode 100644
index 0000000000..6d87b058c1
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/commons.py
@@ -0,0 +1,30 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from typing import Awaitable, Callable, Optional
+from uuid import UUID
+
+from argilla_server.errors import ForbiddenOperationError
+from argilla_server.models import User
+
+PolicyAction = Callable[[User], Awaitable[bool]]
+
+
+async def authorize(actor: User, policy_action: PolicyAction) -> None:
+    if not await is_authorized(actor, policy_action):
+        raise ForbiddenOperationError()
+
+
+async def is_authorized(actor: User, policy_action: PolicyAction) -> bool:
+    return await policy_action(actor)
diff --git a/argilla-server/src/argilla_server/api/policies/v1/dataset_policy.py b/argilla-server/src/argilla_server/api/policies/v1/dataset_policy.py
new file mode 100644
index 0000000000..5b71f5c030
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/dataset_policy.py
@@ -0,0 +1,143 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from typing import Optional
+from uuid import UUID
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import Dataset, User
+
+
+class DatasetPolicy:
+    @classmethod
+    def list(cls, workspace_id: Optional[UUID] = None) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            if actor.is_owner or workspace_id is None:
+                return True
+
+            return await actor.is_member(workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def list_records_with_all_responses(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def get(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(dataset.workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def create(cls, workspace_id: UUID) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_field(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_question(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_metadata_property(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_vector_settings(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_records(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def update_records(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def upsert_records(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete_records(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def search_records(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(dataset.workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def search_records_with_all_responses(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def publish(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def update(cls, dataset: Dataset) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/field_policy.py b/argilla-server/src/argilla_server/api/policies/v1/field_policy.py
new file mode 100644
index 0000000000..0d92da92fa
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/field_policy.py
@@ -0,0 +1,32 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import Field, User
+
+
+class FieldPolicy:
+    @classmethod
+    def update(cls, field: Field) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(field.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, field: Field) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(field.dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/metadata_property_policy.py b/argilla-server/src/argilla_server/api/policies/v1/metadata_property_policy.py
new file mode 100644
index 0000000000..4d8066e8ad
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/metadata_property_policy.py
@@ -0,0 +1,42 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import MetadataProperty, User
+
+
+class MetadataPropertyPolicy:
+    @classmethod
+    def get(cls, metadata_property: MetadataProperty) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (
+                actor.role in metadata_property.allowed_roles
+                and await actor.is_member(metadata_property.dataset.workspace_id)
+            )
+
+        return is_allowed
+
+    @classmethod
+    def update(cls, metadata_property: MetadataProperty) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(metadata_property.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, metadata_property: MetadataProperty) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(metadata_property.dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/question_policy.py b/argilla-server/src/argilla_server/api/policies/v1/question_policy.py
new file mode 100644
index 0000000000..9c20fc1e88
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/question_policy.py
@@ -0,0 +1,32 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import Question, User
+
+
+class QuestionPolicy:
+    @classmethod
+    def update(cls, question: Question) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(question.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, question: Question) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(question.dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/record_policy.py b/argilla-server/src/argilla_server/api/policies/v1/record_policy.py
new file mode 100644
index 0000000000..19b48b6b98
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/record_policy.py
@@ -0,0 +1,82 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction, is_authorized
+from argilla_server.api.policies.v1.metadata_property_policy import MetadataPropertyPolicy
+from argilla_server.models import Record, User
+
+
+class RecordPolicy:
+    @classmethod
+    def get(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(record.dataset.workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def update(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(record.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(record.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def create_response(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(record.dataset.workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def get_suggestions(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(record.dataset.workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    def create_suggestion(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(record.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete_suggestions(cls, record: Record) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(record.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def get_metadata(cls, record: Record, metadata_name: str):
+        async def is_allowed(actor: User) -> bool:
+            if actor.is_owner:
+                return True
+
+            metadata_property = record.dataset.metadata_property_by_name(metadata_name)
+            if metadata_property:
+                return await is_authorized(actor, MetadataPropertyPolicy.get(metadata_property))
+
+            return actor.is_admin and await actor.is_member(record.dataset.workspace_id)
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/response_policy.py b/argilla-server/src/argilla_server/api/policies/v1/response_policy.py
new file mode 100644
index 0000000000..d3f00d4255
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/response_policy.py
@@ -0,0 +1,40 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import Response, User
+
+
+class ResponsePolicy:
+    @classmethod
+    def update(cls, response: Response) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return (
+                actor.is_owner
+                or actor.id == response.user_id
+                or (actor.is_admin and await actor.is_member(response.record.dataset.workspace_id))
+            )
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, response: Response) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return (
+                actor.is_owner
+                or actor.id == response.user_id
+                or (actor.is_admin and await actor.is_member(response.record.dataset.workspace_id))
+            )
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/suggestion_policy.py b/argilla-server/src/argilla_server/api/policies/v1/suggestion_policy.py
new file mode 100644
index 0000000000..f3b0dcb9d5
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/suggestion_policy.py
@@ -0,0 +1,25 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import Suggestion, User
+
+
+class SuggestionPolicy:
+    @classmethod
+    def delete(cls, suggestion: Suggestion) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(suggestion.record.dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/user_policy.py b/argilla-server/src/argilla_server/api/policies/v1/user_policy.py
new file mode 100644
index 0000000000..cd97a843ad
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/user_policy.py
@@ -0,0 +1,37 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.models import User
+
+
+class UserPolicy:
+    @classmethod
+    async def get(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def list(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def create(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def delete(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def list_workspaces(cls, actor: User) -> bool:
+        return actor.is_owner
diff --git a/argilla-server/src/argilla_server/api/policies/v1/vector_settings_policy.py b/argilla-server/src/argilla_server/api/policies/v1/vector_settings_policy.py
new file mode 100644
index 0000000000..a7f61cbab9
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/vector_settings_policy.py
@@ -0,0 +1,32 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import User, VectorSettings
+
+
+class VectorSettingsPolicy:
+    @classmethod
+    def update(cls, vector_settings: VectorSettings) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(vector_settings.dataset.workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    def delete(cls, vector_settings: VectorSettings) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(vector_settings.dataset.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/api/policies/v1/workspace_policy.py b/argilla-server/src/argilla_server/api/policies/v1/workspace_policy.py
new file mode 100644
index 0000000000..0693146376
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/workspace_policy.py
@@ -0,0 +1,39 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from uuid import UUID
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import User
+
+
+class WorkspacePolicy:
+    @classmethod
+    def get(cls, workspace_id: UUID) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or await actor.is_member(workspace_id)
+
+        return is_allowed
+
+    @classmethod
+    async def create(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def delete(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    async def list_workspaces_me(cls, actor: User) -> bool:
+        return True
diff --git a/argilla-server/src/argilla_server/api/policies/v1/workspace_user_policy.py b/argilla-server/src/argilla_server/api/policies/v1/workspace_user_policy.py
new file mode 100644
index 0000000000..59c290543a
--- /dev/null
+++ b/argilla-server/src/argilla_server/api/policies/v1/workspace_user_policy.py
@@ -0,0 +1,38 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+from uuid import UUID
+
+from argilla_server.api.policies.v1.commons import PolicyAction
+from argilla_server.models import User, WorkspaceUser
+
+
+class WorkspaceUserPolicy:
+    @classmethod
+    def list(cls, workspace_id: UUID) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(workspace_id))
+
+        return is_allowed
+
+    @classmethod
+    async def create(cls, actor: User) -> bool:
+        return actor.is_owner
+
+    @classmethod
+    def delete(cls, workspace_user: WorkspaceUser) -> PolicyAction:
+        async def is_allowed(actor: User) -> bool:
+            return actor.is_owner or (actor.is_admin and await actor.is_member(workspace_user.workspace_id))
+
+        return is_allowed
diff --git a/argilla-server/src/argilla_server/apis/routes.py b/argilla-server/src/argilla_server/api/routes.py
similarity index 73%
rename from argilla-server/src/argilla_server/apis/routes.py
rename to argilla-server/src/argilla_server/api/routes.py
index f53b6d97f2..456b918c3f 100644
--- a/argilla-server/src/argilla_server/apis/routes.py
+++ b/argilla-server/src/argilla_server/api/routes.py
@@ -21,49 +21,49 @@
 from fastapi import FastAPI
 
 from argilla_server._version import __version__ as argilla_version
-from argilla_server.apis.errors.v1.exception_handlers import add_exception_handlers as add_exception_handlers_v1
-from argilla_server.apis.v1.handlers import authentication as authentication_v1
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.errors.v1.exception_handlers import add_exception_handlers as add_exception_handlers_v1
+from argilla_server.api.handlers.v1 import authentication as authentication_v1
+from argilla_server.api.handlers.v1 import (
     datasets as datasets_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     fields as fields_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     info as info_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     metadata_properties as metadata_properties_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     oauth2 as oauth2_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     questions as questions_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     records as records_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     responses as responses_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     settings as settings_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     suggestions as suggestions_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     users as users_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     vectors_settings as vectors_settings_v1,
 )
-from argilla_server.apis.v1.handlers import (
+from argilla_server.api.handlers.v1 import (
     workspaces as workspaces_v1,
 )
-from argilla_server.errors import APIErrorHandler
 from argilla_server.errors.base_errors import __ALL__
+from argilla_server.errors.error_handler import APIErrorHandler
 
 
 def create_api_v1():
diff --git a/argilla-server/src/argilla_server/schemas/v1/__init__.py b/argilla-server/src/argilla_server/api/schemas/__init__.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/__init__.py
rename to argilla-server/src/argilla_server/api/schemas/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/__init__.py b/argilla-server/src/argilla_server/api/schemas/v1/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/__init__.py
rename to argilla-server/src/argilla_server/api/schemas/v1/__init__.py
diff --git a/argilla-server/src/argilla_server/schemas/base.py b/argilla-server/src/argilla_server/api/schemas/v1/commons.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/base.py
rename to argilla-server/src/argilla_server/api/schemas/v1/commons.py
diff --git a/argilla-server/src/argilla_server/schemas/v1/datasets.py b/argilla-server/src/argilla_server/api/schemas/v1/datasets.py
similarity index 97%
rename from argilla-server/src/argilla_server/schemas/v1/datasets.py
rename to argilla-server/src/argilla_server/api/schemas/v1/datasets.py
index 6f289d5848..5cac33bdb7 100644
--- a/argilla-server/src/argilla_server/schemas/v1/datasets.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/datasets.py
@@ -16,9 +16,9 @@
 from typing import List, Optional
 from uuid import UUID
 
+from argilla_server.api.schemas.v1.commons import UpdateSchema
 from argilla_server.enums import DatasetStatus
 from argilla_server.pydantic_v1 import BaseModel, Field, constr
-from argilla_server.schemas.base import UpdateSchema
 
 try:
     from typing import Annotated
diff --git a/argilla-server/src/argilla_server/schemas/v1/fields.py b/argilla-server/src/argilla_server/api/schemas/v1/fields.py
similarity index 96%
rename from argilla-server/src/argilla_server/schemas/v1/fields.py
rename to argilla-server/src/argilla_server/api/schemas/v1/fields.py
index aa587333a8..d67acc2525 100644
--- a/argilla-server/src/argilla_server/schemas/v1/fields.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/fields.py
@@ -16,12 +16,10 @@
 from typing import Annotated, List, Literal, Optional
 from uuid import UUID
 
-from typing_extensions import Annotated
-
+from argilla_server.api.schemas.v1.commons import UpdateSchema
 from argilla_server.enums import FieldType
 from argilla_server.pydantic_v1 import BaseModel, constr
 from argilla_server.pydantic_v1 import Field as PydanticField
-from argilla_server.schemas.base import UpdateSchema
 
 FIELD_CREATE_NAME_REGEX = r"^(?=.*[a-z0-9])[a-z0-9_-]+$"
 FIELD_CREATE_NAME_MIN_LENGTH = 1
diff --git a/argilla-server/src/argilla_server/schemas/v1/info.py b/argilla-server/src/argilla_server/api/schemas/v1/info.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/info.py
rename to argilla-server/src/argilla_server/api/schemas/v1/info.py
diff --git a/argilla-server/src/argilla_server/schemas/v1/metadata_properties.py b/argilla-server/src/argilla_server/api/schemas/v1/metadata_properties.py
similarity index 98%
rename from argilla-server/src/argilla_server/schemas/v1/metadata_properties.py
rename to argilla-server/src/argilla_server/api/schemas/v1/metadata_properties.py
index d963733172..60ae6a063e 100644
--- a/argilla-server/src/argilla_server/schemas/v1/metadata_properties.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/metadata_properties.py
@@ -16,12 +16,10 @@
 from typing import Annotated, Any, Dict, Generic, List, Literal, Optional, TypeVar, Union
 from uuid import UUID
 
-from typing_extensions import Annotated
-
+from argilla_server.api.schemas.v1.commons import UpdateSchema
 from argilla_server.enums import MetadataPropertyType
 from argilla_server.pydantic_v1 import BaseModel, Field, constr, root_validator, validator
 from argilla_server.pydantic_v1.generics import GenericModel
-from argilla_server.schemas.base import UpdateSchema
 
 FLOAT_METADATA_METRICS_PRECISION = 5
 
diff --git a/argilla-server/src/argilla_server/schemas/v1/oauth2.py b/argilla-server/src/argilla_server/api/schemas/v1/oauth2.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/oauth2.py
rename to argilla-server/src/argilla_server/api/schemas/v1/oauth2.py
diff --git a/argilla-server/src/argilla_server/schemas/v1/questions.py b/argilla-server/src/argilla_server/api/schemas/v1/questions.py
similarity index 98%
rename from argilla-server/src/argilla_server/schemas/v1/questions.py
rename to argilla-server/src/argilla_server/api/schemas/v1/questions.py
index 89896ab2cb..022bde0337 100644
--- a/argilla-server/src/argilla_server/schemas/v1/questions.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/questions.py
@@ -16,11 +16,10 @@
 from typing import Any, Dict, List, Literal, Optional, Union
 from uuid import UUID
 
-from argilla_server.enums import OptionsOrder
-from argilla_server.models import QuestionType
+from argilla_server.api.schemas.v1.commons import UpdateSchema
+from argilla_server.api.schemas.v1.fields import FieldName
+from argilla_server.enums import OptionsOrder, QuestionType
 from argilla_server.pydantic_v1 import BaseModel, Field, conlist, constr, root_validator, validator
-from argilla_server.schemas.base import UpdateSchema
-from argilla_server.schemas.v1.fields import FieldName
 from argilla_server.settings import settings
 
 try:
diff --git a/argilla-server/src/argilla_server/schemas/v1/records.py b/argilla-server/src/argilla_server/api/schemas/v1/records.py
similarity index 95%
rename from argilla-server/src/argilla_server/schemas/v1/records.py
rename to argilla-server/src/argilla_server/api/schemas/v1/records.py
index f678e65a3f..13f37c3ae0 100644
--- a/argilla-server/src/argilla_server/schemas/v1/records.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/records.py
@@ -13,19 +13,19 @@
 #  limitations under the License.
 
 from datetime import datetime
-from typing import Any, Dict, List, Literal, Optional, Union
+
+from typing import Annotated, Any, Dict, List, Literal, Optional, Union
 from uuid import UUID
 
 import fastapi
-from typing_extensions import Annotated
 
+from argilla_server.api.schemas.v1.commons import UpdateSchema
+from argilla_server.api.schemas.v1.metadata_properties import MetadataPropertyName
+from argilla_server.api.schemas.v1.responses import Response, ResponseFilterScope, UserResponseCreate
+from argilla_server.api.schemas.v1.suggestions import Suggestion, SuggestionCreate, SuggestionFilterScope
 from argilla_server.enums import RecordInclude, RecordSortField, SimilarityOrder, SortOrder
 from argilla_server.pydantic_v1 import BaseModel, Field, StrictStr, root_validator, validator
 from argilla_server.pydantic_v1.utils import GetterDict
-from argilla_server.schemas.base import UpdateSchema
-from argilla_server.schemas.v1.metadata_properties import MetadataPropertyName
-from argilla_server.schemas.v1.responses import Response, ResponseFilterScope, UserResponseCreate
-from argilla_server.schemas.v1.suggestions import Suggestion, SuggestionCreate, SuggestionFilterScope
 from argilla_server.search_engine import TextQuery
 
 RECORDS_CREATE_MIN_ITEMS = 1
diff --git a/argilla-server/src/argilla_server/schemas/v1/records_bulk.py b/argilla-server/src/argilla_server/api/schemas/v1/records_bulk.py
similarity index 95%
rename from argilla-server/src/argilla_server/schemas/v1/records_bulk.py
rename to argilla-server/src/argilla_server/api/schemas/v1/records_bulk.py
index ec9232c747..fe64a6ca77 100644
--- a/argilla-server/src/argilla_server/schemas/v1/records_bulk.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/records_bulk.py
@@ -15,8 +15,8 @@
 from typing import List
 from uuid import UUID
 
+from argilla_server.api.schemas.v1.records import Record, RecordCreate, RecordUpsert
 from argilla_server.pydantic_v1 import BaseModel, Field, validator
-from argilla_server.schemas.v1.records import Record, RecordCreate, RecordUpsert
 
 RECORDS_BULK_CREATE_MIN_ITEMS = 1
 RECORDS_BULK_CREATE_MAX_ITEMS = 500
diff --git a/argilla-server/src/argilla_server/schemas/v1/responses.py b/argilla-server/src/argilla_server/api/schemas/v1/responses.py
similarity index 95%
rename from argilla-server/src/argilla_server/schemas/v1/responses.py
rename to argilla-server/src/argilla_server/api/schemas/v1/responses.py
index aa62085edc..2df0431c87 100644
--- a/argilla-server/src/argilla_server/schemas/v1/responses.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/responses.py
@@ -17,16 +17,10 @@
 from uuid import UUID
 
 from fastapi import Body
-from typing_extensions import Annotated
 
-from argilla_server.models import ResponseStatus
+from argilla_server.api.schemas.v1.questions import QuestionName
+from argilla_server.enums import ResponseStatus
 from argilla_server.pydantic_v1 import BaseModel, Field, StrictInt, StrictStr, root_validator
-from argilla_server.schemas.v1.questions import QuestionName
-
-try:
-    from typing import Annotated
-except ImportError:
-    from typing_extensions import Annotated
 
 RESPONSES_BULK_CREATE_MIN_ITEMS = 1
 RESPONSES_BULK_CREATE_MAX_ITEMS = 100
diff --git a/argilla-server/src/argilla_server/schemas/v1/settings.py b/argilla-server/src/argilla_server/api/schemas/v1/settings.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/settings.py
rename to argilla-server/src/argilla_server/api/schemas/v1/settings.py
diff --git a/argilla-server/src/argilla_server/schemas/v1/suggestions.py b/argilla-server/src/argilla_server/api/schemas/v1/suggestions.py
similarity index 94%
rename from argilla-server/src/argilla_server/schemas/v1/suggestions.py
rename to argilla-server/src/argilla_server/api/schemas/v1/suggestions.py
index fb7c9db073..370c3702d2 100644
--- a/argilla-server/src/argilla_server/schemas/v1/suggestions.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/suggestions.py
@@ -16,16 +16,16 @@
 from typing import Annotated, Any, Dict, List, Literal, Optional, Union
 from uuid import UUID
 
-from argilla_server.models import SuggestionType
-from argilla_server.pydantic_v1 import BaseModel, Field
-from argilla_server.schemas.v1.questions import QuestionName
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.schemas.v1.questions import QuestionName
+from argilla_server.api.schemas.v1.responses import (
     MultiLabelSelectionQuestionResponseValue,
     RankingQuestionResponseValue,
     RatingQuestionResponseValue,
     SpanQuestionResponseValue,
     TextAndLabelSelectionQuestionResponseValue,
 )
+from argilla_server.enums import SuggestionType
+from argilla_server.pydantic_v1 import BaseModel, Field
 
 AGENT_REGEX = r"^(?=.*[a-zA-Z0-9])[a-zA-Z0-9-_:\.\/\s]+$"
 AGENT_MIN_LENGTH = 1
diff --git a/argilla-server/src/argilla_server/schemas/v1/users.py b/argilla-server/src/argilla_server/api/schemas/v1/users.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/users.py
rename to argilla-server/src/argilla_server/api/schemas/v1/users.py
diff --git a/argilla-server/src/argilla_server/schemas/v1/vector_settings.py b/argilla-server/src/argilla_server/api/schemas/v1/vector_settings.py
similarity index 96%
rename from argilla-server/src/argilla_server/schemas/v1/vector_settings.py
rename to argilla-server/src/argilla_server/api/schemas/v1/vector_settings.py
index 9ea762447e..d9d6acd506 100644
--- a/argilla-server/src/argilla_server/schemas/v1/vector_settings.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/vector_settings.py
@@ -16,11 +16,9 @@
 from typing import Annotated, List, Optional
 from uuid import UUID
 
-from typing_extensions import Annotated
-
+from argilla_server.api.schemas.v1.commons import UpdateSchema
 from argilla_server.errors.future import UnprocessableEntityError
 from argilla_server.pydantic_v1 import BaseModel, Field, PositiveInt, constr
-from argilla_server.schemas.base import UpdateSchema
 
 VECTOR_SETTINGS_CREATE_NAME_REGEX = r"^(?=.*[a-z0-9])[a-z0-9_-]+$"
 VECTOR_SETTINGS_CREATE_NAME_MIN_LENGTH = 1
diff --git a/argilla-server/src/argilla_server/schemas/v1/vectors.py b/argilla-server/src/argilla_server/api/schemas/v1/vectors.py
similarity index 93%
rename from argilla-server/src/argilla_server/schemas/v1/vectors.py
rename to argilla-server/src/argilla_server/api/schemas/v1/vectors.py
index 6283d49657..34569742c3 100644
--- a/argilla-server/src/argilla_server/schemas/v1/vectors.py
+++ b/argilla-server/src/argilla_server/api/schemas/v1/vectors.py
@@ -15,7 +15,7 @@
 from typing import List
 from uuid import UUID
 
-from argilla_server.schemas.base import BaseModel
+from argilla_server.pydantic_v1 import BaseModel
 
 
 class Vector(BaseModel):
diff --git a/argilla-server/src/argilla_server/schemas/v1/workspaces.py b/argilla-server/src/argilla_server/api/schemas/v1/workspaces.py
similarity index 100%
rename from argilla-server/src/argilla_server/schemas/v1/workspaces.py
rename to argilla-server/src/argilla_server/api/schemas/v1/workspaces.py
diff --git a/argilla-server/src/argilla_server/bulk/records_bulk.py b/argilla-server/src/argilla_server/bulk/records_bulk.py
index d061a5f929..1a310a8e24 100644
--- a/argilla-server/src/argilla_server/bulk/records_bulk.py
+++ b/argilla-server/src/argilla_server/bulk/records_bulk.py
@@ -20,6 +20,15 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import selectinload
 
+from argilla_server.api.schemas.v1.records import RecordCreate, RecordUpsert
+from argilla_server.api.schemas.v1.records_bulk import (
+    RecordsBulk,
+    RecordsBulkCreate,
+    RecordsBulkUpsert,
+    RecordsBulkWithUpdateInfo,
+)
+from argilla_server.api.schemas.v1.responses import UserResponseCreate
+from argilla_server.api.schemas.v1.suggestions import SuggestionCreate
 from argilla_server.contexts.accounts import fetch_users_by_ids_as_dict
 from argilla_server.contexts.records import (
     fetch_records_by_external_ids_as_dict,
@@ -27,15 +36,6 @@
 )
 from argilla_server.errors.future import UnprocessableEntityError
 from argilla_server.models import Dataset, Record, Response, Suggestion, Vector, VectorSettings
-from argilla_server.schemas.v1.records import RecordCreate, RecordUpsert
-from argilla_server.schemas.v1.records_bulk import (
-    RecordsBulk,
-    RecordsBulkCreate,
-    RecordsBulkUpsert,
-    RecordsBulkWithUpdateInfo,
-)
-from argilla_server.schemas.v1.responses import UserResponseCreate
-from argilla_server.schemas.v1.suggestions import SuggestionCreate
 from argilla_server.search_engine import SearchEngine
 from argilla_server.validators.records import RecordsBulkCreateValidator, RecordsBulkUpsertValidator
 from argilla_server.validators.responses import ResponseCreateValidator
diff --git a/argilla-server/src/argilla_server/cli/database/users/create.py b/argilla-server/src/argilla_server/cli/database/users/create.py
index 0cd419b7c7..705da276e6 100644
--- a/argilla-server/src/argilla_server/cli/database/users/create.py
+++ b/argilla-server/src/argilla_server/cli/database/users/create.py
@@ -16,12 +16,12 @@
 
 import typer
 
+from argilla_server.api.schemas.v1.users import USER_PASSWORD_MIN_LENGTH, UserCreate
+from argilla_server.api.schemas.v1.workspaces import WorkspaceCreate
 from argilla_server.contexts import accounts
 from argilla_server.database import AsyncSessionLocal
 from argilla_server.models import User, UserRole
 from argilla_server.pydantic_v1 import constr
-from argilla_server.schemas.v1.users import USER_PASSWORD_MIN_LENGTH, UserCreate
-from argilla_server.schemas.v1.workspaces import WorkspaceCreate
 
 from .utils import get_or_new_workspace
 
diff --git a/argilla-server/src/argilla_server/cli/database/users/migrate.py b/argilla-server/src/argilla_server/cli/database/users/migrate.py
index 12d901fbbb..1de6126ee0 100644
--- a/argilla-server/src/argilla_server/cli/database/users/migrate.py
+++ b/argilla-server/src/argilla_server/cli/database/users/migrate.py
@@ -18,11 +18,11 @@
 import typer
 import yaml
 
+from argilla_server.api.schemas.v1.users import USER_USERNAME_REGEX
+from argilla_server.api.schemas.v1.workspaces import WORKSPACE_NAME_REGEX
 from argilla_server.database import AsyncSessionLocal
 from argilla_server.models import User, UserRole
 from argilla_server.pydantic_v1 import BaseModel, Field, constr
-from argilla_server.schemas.v1.users import USER_USERNAME_REGEX
-from argilla_server.schemas.v1.workspaces import WORKSPACE_NAME_REGEX
 
 from .utils import get_or_new_workspace
 
diff --git a/argilla-server/src/argilla_server/constants.py b/argilla-server/src/argilla_server/constants.py
index 176d8da54a..6bda197c27 100644
--- a/argilla-server/src/argilla_server/constants.py
+++ b/argilla-server/src/argilla_server/constants.py
@@ -15,6 +15,9 @@
 API_KEY_HEADER_NAME = "X-Argilla-Api-Key"
 WORKSPACE_HEADER_NAME = "X-Argilla-Workspace"
 
+SEARCH_ENGINE_ELASTICSEARCH = "elasticsearch"
+SEARCH_ENGINE_OPENSEARCH = "opensearch"
+
 DEFAULT_USERNAME = "argilla"
 DEFAULT_PASSWORD = "1234"
 DEFAULT_API_KEY = "argilla.apikey"
diff --git a/argilla-server/src/argilla_server/contexts/datasets.py b/argilla-server/src/argilla_server/contexts/datasets.py
index ed45a960f8..2dbc62a717 100644
--- a/argilla-server/src/argilla_server/contexts/datasets.py
+++ b/argilla-server/src/argilla_server/contexts/datasets.py
@@ -37,50 +37,50 @@
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import contains_eager, joinedload, selectinload
 
-from argilla_server.contexts import accounts, questions
-from argilla_server.enums import DatasetStatus, RecordInclude, UserRole
-from argilla_server.errors.future import NotFoundError, NotUniqueError, UnprocessableEntityError
-from argilla_server.models import (
-    Dataset,
-    Field,
-    MetadataProperty,
-    Question,
-    Record,
-    Response,
-    ResponseStatus,
-    Suggestion,
-    User,
-    Vector,
-    VectorSettings,
-    Workspace,
-)
-from argilla_server.models.suggestions import SuggestionCreateWithRecordId
-from argilla_server.schemas.v1.datasets import (
+from argilla_server.api.schemas.v1.datasets import (
     DatasetCreate,
     DatasetProgress,
 )
-from argilla_server.schemas.v1.fields import FieldCreate
-from argilla_server.schemas.v1.metadata_properties import MetadataPropertyCreate, MetadataPropertyUpdate
-from argilla_server.schemas.v1.records import (
+from argilla_server.api.schemas.v1.fields import FieldCreate
+from argilla_server.api.schemas.v1.metadata_properties import MetadataPropertyCreate, MetadataPropertyUpdate
+from argilla_server.api.schemas.v1.records import (
     RecordCreate,
     RecordIncludeParam,
     RecordsCreate,
     RecordsUpdate,
     RecordUpdateWithId,
 )
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.schemas.v1.responses import (
     ResponseCreate,
     ResponseUpdate,
     ResponseUpsert,
     UserResponseCreate,
 )
-from argilla_server.schemas.v1.vector_settings import (
+from argilla_server.api.schemas.v1.vector_settings import (
     VectorSettings as VectorSettingsSchema,
 )
-from argilla_server.schemas.v1.vector_settings import (
+from argilla_server.api.schemas.v1.vector_settings import (
     VectorSettingsCreate,
 )
-from argilla_server.schemas.v1.vectors import Vector as VectorSchema
+from argilla_server.api.schemas.v1.vectors import Vector as VectorSchema
+from argilla_server.contexts import accounts, questions
+from argilla_server.enums import DatasetStatus, RecordInclude, UserRole
+from argilla_server.errors.future import NotFoundError, NotUniqueError, UnprocessableEntityError
+from argilla_server.models import (
+    Dataset,
+    Field,
+    MetadataProperty,
+    Question,
+    Record,
+    Response,
+    ResponseStatus,
+    Suggestion,
+    User,
+    Vector,
+    VectorSettings,
+    Workspace,
+)
+from argilla_server.models.suggestions import SuggestionCreateWithRecordId
 from argilla_server.search_engine import SearchEngine
 from argilla_server.validators.responses import (
     ResponseCreateValidator,
@@ -90,13 +90,13 @@
 from argilla_server.validators.suggestions import SuggestionCreateValidator
 
 if TYPE_CHECKING:
-    from argilla_server.schemas.v1.datasets import (
+    from argilla_server.api.schemas.v1.datasets import (
         DatasetUpdate,
     )
-    from argilla_server.schemas.v1.fields import FieldUpdate
-    from argilla_server.schemas.v1.records import RecordUpdate
-    from argilla_server.schemas.v1.suggestions import SuggestionCreate
-    from argilla_server.schemas.v1.vector_settings import VectorSettingsUpdate
+    from argilla_server.api.schemas.v1.fields import FieldUpdate
+    from argilla_server.api.schemas.v1.records import RecordUpdate
+    from argilla_server.api.schemas.v1.suggestions import SuggestionCreate
+    from argilla_server.api.schemas.v1.vector_settings import VectorSettingsUpdate
 
 VISIBLE_FOR_ANNOTATORS_ALLOWED_ROLES = [UserRole.admin, UserRole.annotator]
 NOT_VISIBLE_FOR_ANNOTATORS_ALLOWED_ROLES = [UserRole.admin]
diff --git a/argilla-server/src/argilla_server/contexts/questions.py b/argilla-server/src/argilla_server/contexts/questions.py
index f876af09ec..a7cc0dfd68 100644
--- a/argilla-server/src/argilla_server/contexts/questions.py
+++ b/argilla-server/src/argilla_server/contexts/questions.py
@@ -20,12 +20,11 @@
 from sqlalchemy.orm import selectinload
 
 import argilla_server.errors.future as errors
-from argilla_server.models import Dataset, Question, User
-from argilla_server.policies import QuestionPolicyV1, authorize
-from argilla_server.schemas.v1.questions import (
+from argilla_server.api.schemas.v1.questions import (
     QuestionCreate,
     QuestionUpdate,
 )
+from argilla_server.models import Dataset, Question, User
 from argilla_server.validators.questions import (
     QuestionCreateValidator,
     QuestionDeleteValidator,
diff --git a/argilla-server/src/argilla_server/contexts/search.py b/argilla-server/src/argilla_server/contexts/search.py
index 75df76b6e1..8d10b891c8 100644
--- a/argilla-server/src/argilla_server/contexts/search.py
+++ b/argilla-server/src/argilla_server/contexts/search.py
@@ -18,15 +18,15 @@
 from sqlalchemy.dialects import postgresql
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from argilla_server.models import MetadataProperty, Question, Suggestion
-from argilla_server.schemas.v1.records import (
+from argilla_server.api.schemas.v1.records import (
     FilterScope,
     MetadataFilterScope,
     RecordFilterScope,
     SearchRecordsQuery,
 )
-from argilla_server.schemas.v1.responses import ResponseFilterScope
-from argilla_server.schemas.v1.suggestions import SuggestionFilterScope
+from argilla_server.api.schemas.v1.responses import ResponseFilterScope
+from argilla_server.api.schemas.v1.suggestions import SuggestionFilterScope
+from argilla_server.models import MetadataProperty, Question, Suggestion
 
 
 class SearchRecordsQueryValidator:
diff --git a/argilla-server/src/argilla_server/contexts/settings.py b/argilla-server/src/argilla_server/contexts/settings.py
index 38a8a6aef2..a471e37e18 100644
--- a/argilla-server/src/argilla_server/contexts/settings.py
+++ b/argilla-server/src/argilla_server/contexts/settings.py
@@ -14,7 +14,7 @@
 
 from typing import Any, Dict, Union
 
-from argilla_server.schemas.v1.settings import ArgillaSettings, HuggingfaceSettings, Settings
+from argilla_server.api.schemas.v1.settings import ArgillaSettings, HuggingfaceSettings, Settings
 from argilla_server.settings import settings
 
 HUGGINGFACE_SETTINGS = HuggingfaceSettings()
diff --git a/argilla-server/src/argilla_server/errors/__init__.py b/argilla-server/src/argilla_server/errors/__init__.py
index bec2333e13..2f784920b4 100644
--- a/argilla-server/src/argilla_server/errors/__init__.py
+++ b/argilla-server/src/argilla_server/errors/__init__.py
@@ -13,4 +13,3 @@
 #  limitations under the License.
 
 from .base_errors import *
-from .error_handler import *
diff --git a/argilla-server/src/argilla_server/errors/future/base_errors.py b/argilla-server/src/argilla_server/errors/future/base_errors.py
index 5335c66cb3..fed315697c 100644
--- a/argilla-server/src/argilla_server/errors/future/base_errors.py
+++ b/argilla-server/src/argilla_server/errors/future/base_errors.py
@@ -12,7 +12,13 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-__all__ = ["NotFoundError", "NotUniqueError", "UnprocessableEntityError", "AuthenticationError", "MissingVectorError"]
+__all__ = [
+    "NotFoundError",
+    "NotUniqueError",
+    "UnprocessableEntityError",
+    "AuthenticationError",
+    "MissingVectorError",
+]
 
 NOT_FOUND_ERROR = "not_found"
 NOT_UNIQUE_ERROR = "not_unique"
diff --git a/argilla-server/src/argilla_server/helpers.py b/argilla-server/src/argilla_server/helpers.py
index 314e095617..4ce970f131 100644
--- a/argilla-server/src/argilla_server/helpers.py
+++ b/argilla-server/src/argilla_server/helpers.py
@@ -22,10 +22,6 @@
 _LOGGER = logging.getLogger("argilla_server")
 
 
-
-
-
-
 def remove_suffix(text: str, suffix: str):
     # TODO Move where is used
     """Give a text, removes suffix substring from it"""
diff --git a/argilla-server/src/argilla_server/models/database.py b/argilla-server/src/argilla_server/models/database.py
index b5b45439cb..b84e81180a 100644
--- a/argilla-server/src/argilla_server/models/database.py
+++ b/argilla-server/src/argilla_server/models/database.py
@@ -20,9 +20,11 @@
 from sqlalchemy import JSON, ForeignKey, String, Text, UniqueConstraint, and_, sql
 from sqlalchemy import Enum as SAEnum
 from sqlalchemy.engine.default import DefaultExecutionContext
+from sqlalchemy.ext.asyncio import async_object_session
 from sqlalchemy.ext.mutable import MutableDict, MutableList
 from sqlalchemy.orm import Mapped, mapped_column, relationship
 
+from argilla_server.api.schemas.v1.questions import QuestionSettings
 from argilla_server.enums import (
     DatasetStatus,
     MetadataPropertyType,
@@ -35,7 +37,6 @@
 from argilla_server.models.metadata_properties import MetadataPropertySettings
 from argilla_server.models.mixins import inserted_at_current_value
 from argilla_server.pydantic_v1 import parse_obj_as
-from argilla_server.schemas.v1.questions import QuestionSettings
 
 # Include here the data model ref to be accessible for automatic alembic migration scripts
 __all__ = [
@@ -461,6 +462,13 @@ def is_admin(self):
     def is_annotator(self):
         return self.role == UserRole.annotator
 
+    async def is_member(self, workspace_id: UUID) -> bool:
+        # TODO: Change query to use exists may improve performance
+        return (
+            await WorkspaceUser.get_by(async_object_session(self), workspace_id=workspace_id, user_id=self.id)
+            is not None
+        )
+
     def __repr__(self):
         return (
             f"User(id={str(self.id)!r}, first_name={self.first_name!r}, last_name={self.last_name!r}, "
diff --git a/argilla-server/src/argilla_server/models/suggestions.py b/argilla-server/src/argilla_server/models/suggestions.py
index 885c7f860c..0c7acbabde 100644
--- a/argilla-server/src/argilla_server/models/suggestions.py
+++ b/argilla-server/src/argilla_server/models/suggestions.py
@@ -14,7 +14,7 @@
 
 from uuid import UUID
 
-from argilla_server.schemas.v1.suggestions import SuggestionCreate
+from argilla_server.api.schemas.v1.suggestions import SuggestionCreate
 
 
 class SuggestionCreateWithRecordId(SuggestionCreate):
diff --git a/argilla-server/src/argilla_server/policies.py b/argilla-server/src/argilla_server/policies.py
deleted file mode 100644
index 10f474a214..0000000000
--- a/argilla-server/src/argilla_server/policies.py
+++ /dev/null
@@ -1,509 +0,0 @@
-#  Copyright 2021-present, the Recognai S.L. team.
-#
-#  Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-#  You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-#  Unless required by applicable law or agreed to in writing, software
-#  distributed under the License is distributed on an "AS IS" BASIS,
-#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#  See the License for the specific language governing permissions and
-#  limitations under the License.
-
-from typing import Awaitable, Callable, Optional
-from uuid import UUID
-
-from sqlalchemy.ext.asyncio import async_object_session
-
-from argilla_server.contexts import accounts
-from argilla_server.errors import ForbiddenOperationError
-from argilla_server.models import (
-    Dataset,
-    Field,
-    MetadataProperty,
-    Question,
-    Record,
-    Response,
-    Suggestion,
-    User,
-    VectorSettings,
-    WorkspaceUser,
-)
-
-PolicyAction = Callable[[User], Awaitable[bool]]
-
-
-async def _exists_workspace_user_by_user_and_workspace_id(user: User, workspace_id: UUID) -> bool:
-    return (
-        await WorkspaceUser.get_by(async_object_session(user), workspace_id=workspace_id, user_id=user.id) is not None
-    )
-
-
-async def _exists_workspace_user_by_user_and_workspace_name(user: User, workspace_name: str) -> bool:
-    db = async_object_session(user)
-
-    workspace = await Workspace.get_by(db, name=workspace_name)
-    if workspace is None:
-        return False
-
-    return await WorkspaceUser.get_by(db, workspace_id=workspace.id, user_id=user.id) is not None
-
-
-class WorkspaceUserPolicyV1:
-    @classmethod
-    def list(cls, workspace_id: UUID) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    async def create(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    def delete(cls, workspace_user: WorkspaceUser) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, workspace_user.workspace_id)
-            )
-
-        return is_allowed
-
-
-class WorkspacePolicyV1:
-    @classmethod
-    def get(cls, workspace_id: UUID) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(actor, workspace_id)
-
-        return is_allowed
-
-    @classmethod
-    async def create(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def delete(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def list_workspaces_me(cls, actor: User) -> bool:
-        return True
-
-
-class UserPolicyV1:
-    @classmethod
-    async def get(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def list(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def create(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def delete(cls, actor: User) -> bool:
-        return actor.is_owner
-
-    @classmethod
-    async def list_workspaces(cls, actor: User) -> bool:
-        return actor.is_owner
-
-
-class DatasetPolicyV1:
-    @classmethod
-    def list(cls, workspace_id: Optional[UUID] = None) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            if actor.is_owner or workspace_id is None:
-                return True
-
-            return await _exists_workspace_user_by_user_and_workspace_id(actor, workspace_id)
-
-        return is_allowed
-
-    @classmethod
-    def list_records_with_all_responses(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def get(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-
-        return is_allowed
-
-    @classmethod
-    def create(cls, workspace_id: UUID) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_field(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_question(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_metadata_property(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_vector_settings(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_records(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def update_records(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def upsert_records(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete_records(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def search_records(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-
-        return is_allowed
-
-    @classmethod
-    def search_records_with_all_responses(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def publish(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def update(cls, dataset: Dataset) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(actor, dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-class FieldPolicyV1:
-    @classmethod
-    def update(cls, field: Field) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, field.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, field: Field) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, field.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-class QuestionPolicyV1:
-    @classmethod
-    def update(cls, question: Question) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, question.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, question: Question) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, question.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-class VectorSettingsPolicyV1:
-    @classmethod
-    def update(cls, vector_settings: VectorSettings) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, vector_settings.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, vector_settings: VectorSettings) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, vector_settings.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-class MetadataPropertyPolicyV1:
-    @classmethod
-    def get(cls, metadata_property: MetadataProperty) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.role in metadata_property.allowed_roles
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, metadata_property.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def update(cls, metadata_property: MetadataProperty) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, metadata_property.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, metadata_property: MetadataProperty) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, metadata_property.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-class RecordPolicyV1:
-    @classmethod
-    def get(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(
-                actor, record.dataset.workspace_id
-            )
-
-        return is_allowed
-
-    @classmethod
-    def update(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, record.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, record.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_response(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(
-                actor, record.dataset.workspace_id
-            )
-
-        return is_allowed
-
-    @classmethod
-    def get_suggestions(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or await _exists_workspace_user_by_user_and_workspace_id(
-                actor, record.dataset.workspace_id
-            )
-
-        return is_allowed
-
-    @classmethod
-    def create_suggestion(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, record.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete_suggestions(cls, record: Record) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, record.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-    @classmethod
-    def get_metadata(cls, record: Record, metadata_name: str):
-        async def is_allowed(actor: User) -> bool:
-            if actor.is_owner:
-                return True
-
-            metadata_property = record.dataset.metadata_property_by_name(metadata_name)
-            if metadata_property:
-                return await is_authorized(actor, MetadataPropertyPolicyV1.get(metadata_property))
-
-            return actor.is_admin and await _exists_workspace_user_by_user_and_workspace_id(
-                actor, record.dataset.workspace_id
-            )
-
-        return is_allowed
-
-
-class ResponsePolicyV1:
-    @classmethod
-    def update(cls, response: Response) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return (
-                actor.is_owner
-                or actor.id == response.user_id
-                or (
-                    actor.is_admin
-                    and await _exists_workspace_user_by_user_and_workspace_id(
-                        actor, response.record.dataset.workspace_id
-                    )
-                )
-            )
-
-        return is_allowed
-
-    @classmethod
-    def delete(cls, response: Response) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return (
-                actor.is_owner
-                or actor.id == response.user_id
-                or (
-                    actor.is_admin
-                    and await _exists_workspace_user_by_user_and_workspace_id(
-                        actor, response.record.dataset.workspace_id
-                    )
-                )
-            )
-
-        return is_allowed
-
-
-class SuggestionPolicyV1:
-    @classmethod
-    def delete(cls, suggestion: Suggestion) -> PolicyAction:
-        async def is_allowed(actor: User) -> bool:
-            return actor.is_owner or (
-                actor.is_admin
-                and await _exists_workspace_user_by_user_and_workspace_id(actor, suggestion.record.dataset.workspace_id)
-            )
-
-        return is_allowed
-
-
-async def authorize(actor: User, policy_action: PolicyAction) -> None:
-    if not await is_authorized(actor, policy_action):
-        raise ForbiddenOperationError()
-
-
-async def is_authorized(actor: User, policy_action: PolicyAction) -> bool:
-    return await policy_action(actor)
diff --git a/argilla-server/src/argilla_server/search_engine/base.py b/argilla-server/src/argilla_server/search_engine/base.py
index 7396c3dae3..7c9146cafe 100644
--- a/argilla-server/src/argilla_server/search_engine/base.py
+++ b/argilla-server/src/argilla_server/search_engine/base.py
@@ -264,6 +264,10 @@ async def new_instance(cls) -> "SearchEngine":
     async def close(self):
         pass
 
+    @abstractmethod
+    async def ping(self) -> bool:
+        pass
+
     @abstractmethod
     async def info(self) -> dict:
         pass
diff --git a/argilla-server/src/argilla_server/search_engine/commons.py b/argilla-server/src/argilla_server/search_engine/commons.py
index 928162ad80..22af1f12fa 100644
--- a/argilla-server/src/argilla_server/search_engine/commons.py
+++ b/argilla-server/src/argilla_server/search_engine/commons.py
@@ -17,6 +17,9 @@
 from typing import Any, Dict, Iterable, List, Optional, Union
 from uuid import UUID
 
+from elasticsearch8 import AsyncElasticsearch
+from opensearchpy import AsyncOpenSearch
+
 from argilla_server.enums import FieldType, MetadataPropertyType, RecordSortField, ResponseStatusFilter, SimilarityOrder
 from argilla_server.models import (
     Dataset,
@@ -253,6 +256,34 @@ def is_response_status_scope(scope: FilterScope) -> bool:
     return isinstance(scope, ResponseFilterScope) and scope.property == "status" and scope.question is None
 
 
+def is_response_value_scope_without_user(scope: FilterScope) -> bool:
+    return (
+        isinstance(scope, ResponseFilterScope)
+        and scope.user is None
+        and scope.question is not None
+        and (scope.property is None or scope.property == "value")
+    )
+
+
+def _get_response_value_fields_for_question(index_mapping: dict, question: str) -> List[str]:
+    """This function helper use the index mapping retrieved using client.get_mapping method to get all the defined
+    properties to extract the defined fields for a specific question. The number of fields will depend on the number
+    of users that have answered the question.
+
+    This is a workaround to fix errors when querying response value without user and it will be removed once we review
+    mappings for responses.
+    """
+
+    mapping_def = next(iter(index_mapping.values()))
+    mapping_properties: Dict[str, Any] = mapping_def["mappings"]["properties"]
+
+    response_fields = []
+    for user_id, user_responses in mapping_properties["responses"]["properties"].items():
+        if question in user_responses["properties"]["values"]["properties"]:
+            response_fields.append(es_field_for_response_value(User(id=UUID(user_id)), question=question))
+    return response_fields
+
+
 @dataclasses.dataclass
 class BaseElasticAndOpenSearchEngine(SearchEngine):
     """
@@ -279,6 +310,8 @@ class BaseElasticAndOpenSearchEngine(SearchEngine):
     # See https://www.elastic.co/guide/en/elasticsearch/reference/current/mapping-settings-limit.html#mapping-settings-limit
     default_total_fields_limit: int = 2000
 
+    client: Union[AsyncElasticsearch, AsyncOpenSearch] = dataclasses.field(init=False)
+
     async def create_index(self, dataset: Dataset):
         settings = self._configure_index_settings()
         mappings = self._configure_index_mappings(dataset)
@@ -397,6 +430,7 @@ async def similarity_search(
         if bool(value) == bool(record):
             raise ValueError("Must provide either vector value or record to compute the similarity search")
 
+        index = await self._get_dataset_index(dataset)
         vector_value = value
         record_id = None
 
@@ -412,13 +446,13 @@ async def similarity_search(
 
         query_filters = []
         if filter:
+            index_mapping = self.client.indices.get_mapping(index=index)
             # Wrapping filter in a list to use easily on each engine implementation
-            query_filters = [self.build_elasticsearch_filter(filter)]
+            query_filters = [self.build_elasticsearch_filter(filter, index_mapping)]
 
         if query:
             query_filters.append(self._build_text_query(dataset, text=query))
 
-        index = await self._get_dataset_index(dataset)
         response = await self._request_similarity_search(
             index=index,
             vector_settings=vector_settings,
@@ -430,9 +464,9 @@ async def similarity_search(
 
         return await self._process_search_response(response, threshold)
 
-    def build_elasticsearch_filter(self, filter: Filter) -> Dict[str, Any]:
+    def build_elasticsearch_filter(self, filter: Filter, index_mapping: dict) -> Dict[str, Any]:
         if isinstance(filter, AndFilter):
-            filters = [self.build_elasticsearch_filter(f) for f in filter.filters]
+            filters = [self.build_elasticsearch_filter(f, index_mapping) for f in filter.filters]
             return es_bool_query(should=filters, minimum_should_match=len(filters))
 
         # This is a special case for response status filter, since it's compound by multiple filters
@@ -442,14 +476,13 @@ def build_elasticsearch_filter(self, filter: Filter) -> Dict[str, Any]:
             )
             return self._build_response_status_filter(status_filter)
 
-        es_field = self._scope_to_elasticsearch_field(filter.scope)
+        # This case is a workaround to fix errors when querying response value without user.
+        #  Once we review mappings for responses, we should remove this.
+        if is_response_value_scope_without_user(filter.scope):
+            return self._build_response_value_filter_without_user(filter, index_mapping)
 
-        if isinstance(filter, TermsFilter):
-            return es_terms_query(es_field, values=filter.values)
-        elif isinstance(filter, RangeFilter):
-            return es_range_query(es_field, gte=filter.ge, lte=filter.le)
-        else:
-            raise ValueError(f"Cannot process request for filter {filter}")
+        es_field = self._scope_to_elasticsearch_field(filter.scope)
+        return self._map_filter_to_es_filter(filter, es_field)
 
     def build_elasticsearch_sort(self, sort: List[Order]) -> str:
         sort_config = []
@@ -490,6 +523,28 @@ def _build_response_status_filter(status_filter: UserResponseStatusFilter) -> Di
 
         return {"bool": {"should": filters, "minimum_should_match": 1}}
 
+    def _build_response_value_filter_without_user(self, filter: Filter, index_mapping: dict) -> dict:
+        """This is a workaround to fix errors when querying response value without user and consist on
+        combining all the filters for each user in a bool query using an OR operator.
+
+        This should be removed once we review mappings for responses.
+        """
+        question_response_fields = _get_response_value_fields_for_question(index_mapping, filter.scope.question)
+
+        all_user_filters = [self._map_filter_to_es_filter(filter, field) for field in question_response_fields]
+
+        if all_user_filters:
+            return es_bool_query(should=all_user_filters, minimum_should_match=1)
+        return {}
+
+    def _map_filter_to_es_filter(self, filter: Filter, es_field: str) -> dict:
+        if isinstance(filter, TermsFilter):
+            return es_terms_query(es_field, values=filter.values)
+        elif isinstance(filter, RangeFilter):
+            return es_range_query(es_field, gte=filter.ge, lte=filter.le)
+        else:
+            raise ValueError(f"Cannot process request for filter {filter}")
+
     def _inverse_vector(self, vector_value: List[float]) -> List[float]:
         return [vector_value[i] * -1 for i in range(0, len(vector_value))]
 
@@ -583,12 +638,14 @@ async def search(
         if sort_by:
             sort = _unify_sort_by_with_order(sort_by, sort)
         # END TODO
+        index = await self._get_dataset_index(dataset)
 
         text_query = self._build_text_query(dataset, text=query)
         bool_query: Dict[str, Any] = {"must": [text_query]}
 
         if filter:
-            bool_query["filter"] = self.build_elasticsearch_filter(filter)
+            index_mapping = await self.client.indices.get_mapping(index=index)
+            bool_query["filter"] = self.build_elasticsearch_filter(filter, index_mapping)
 
         es_query = {"bool": bool_query}
 
@@ -603,8 +660,6 @@ async def search(
                 }
             }
 
-        index = await self._get_dataset_index(dataset)
-
         es_sort = self.build_elasticsearch_sort(sort) if sort else None
         response = await self._index_search_request(index, query=es_query, size=limit, from_=offset, sort=es_sort)
 
diff --git a/argilla-server/src/argilla_server/search_engine/elasticsearch.py b/argilla-server/src/argilla_server/search_engine/elasticsearch.py
index 44b2d5c496..b5bd7cef97 100644
--- a/argilla-server/src/argilla_server/search_engine/elasticsearch.py
+++ b/argilla-server/src/argilla_server/search_engine/elasticsearch.py
@@ -18,6 +18,7 @@
 
 from elasticsearch8 import AsyncElasticsearch, helpers
 
+from argilla_server.constants import SEARCH_ENGINE_ELASTICSEARCH
 from argilla_server.models import VectorSettings
 from argilla_server.search_engine import SearchEngine
 from argilla_server.search_engine.commons import (
@@ -37,7 +38,7 @@ def _compute_num_candidates_from_k(k: int) -> int:
     return 2000
 
 
-@SearchEngine.register(engine_name="elasticsearch")
+@SearchEngine.register(engine_name=SEARCH_ENGINE_ELASTICSEARCH)
 @dataclasses.dataclass
 class ElasticSearchEngine(BaseElasticAndOpenSearchEngine):
     config: Dict[str, Any] = dataclasses.field(default_factory=dict)
@@ -64,6 +65,9 @@ async def new_instance(cls) -> "ElasticSearchEngine":
     async def close(self):
         await self.client.close()
 
+    async def ping(self) -> bool:
+        return await self.client.ping()
+
     async def info(self) -> dict:
         return await self.client.info()
 
diff --git a/argilla-server/src/argilla_server/search_engine/opensearch.py b/argilla-server/src/argilla_server/search_engine/opensearch.py
index 6333dd64e5..e4d4860471 100644
--- a/argilla-server/src/argilla_server/search_engine/opensearch.py
+++ b/argilla-server/src/argilla_server/search_engine/opensearch.py
@@ -18,6 +18,7 @@
 
 from opensearchpy import AsyncOpenSearch, helpers
 
+from argilla_server.constants import SEARCH_ENGINE_OPENSEARCH
 from argilla_server.models import VectorSettings
 from argilla_server.search_engine.base import SearchEngine
 from argilla_server.search_engine.commons import (
@@ -29,7 +30,7 @@
 from argilla_server.settings import settings
 
 
-@SearchEngine.register(engine_name="opensearch")
+@SearchEngine.register(engine_name=SEARCH_ENGINE_OPENSEARCH)
 @dataclasses.dataclass
 class OpenSearchEngine(BaseElasticAndOpenSearchEngine):
     config: Dict[str, Any] = dataclasses.field(default_factory=dict)
@@ -56,6 +57,9 @@ async def new_instance(cls) -> "OpenSearchEngine":
     async def close(self):
         await self.client.close()
 
+    async def ping(self) -> bool:
+        return await self.client.ping()
+
     async def info(self) -> dict:
         return await self.client.info()
 
diff --git a/argilla-server/src/argilla_server/security/model.py b/argilla-server/src/argilla_server/security/model.py
deleted file mode 100644
index f62f59c026..0000000000
--- a/argilla-server/src/argilla_server/security/model.py
+++ /dev/null
@@ -1,87 +0,0 @@
-#  coding=utf-8
-#  Copyright 2021-present, the Recognai S.L. team.
-#
-#  Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-#  You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-#  Unless required by applicable law or agreed to in writing, software
-#  distributed under the License is distributed on an "AS IS" BASIS,
-#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#  See the License for the specific language governing permissions and
-#  limitations under the License.
-from datetime import datetime
-from typing import Any, List, Optional
-from uuid import UUID
-
-from argilla_server.constants import ES_INDEX_REGEX_PATTERN
-from argilla_server.models import UserRole
-from argilla_server.pydantic_v1 import BaseModel, Field, constr
-from argilla_server.pydantic_v1.utils import GetterDict
-
-WORKSPACE_NAME_REGEX = ES_INDEX_REGEX_PATTERN
-
-USER_USERNAME_REGEX = ES_INDEX_REGEX_PATTERN
-USER_PASSWORD_MIN_LENGTH = 8
-USER_PASSWORD_MAX_LENGTH = 100
-
-
-class Workspace(BaseModel):
-    id: UUID
-    name: str
-    inserted_at: datetime
-    updated_at: datetime
-
-    class Config:
-        orm_mode = True
-
-
-class WorkspaceCreate(BaseModel):
-    name: str = Field(..., regex=WORKSPACE_NAME_REGEX, min_length=1)
-
-
-class UserCreate(BaseModel):
-    first_name: constr(min_length=1, strip_whitespace=True)
-    last_name: Optional[constr(min_length=1, strip_whitespace=True)]
-    username: str = Field(regex=USER_USERNAME_REGEX, min_length=1)
-    role: Optional[UserRole]
-    password: constr(min_length=USER_PASSWORD_MIN_LENGTH, max_length=USER_PASSWORD_MAX_LENGTH)
-    workspaces: Optional[List[str]]
-
-
-class UserGetter(GetterDict):
-    def get(self, key: str, default: Any = None) -> Any:
-        if key == "full_name":
-            return f"{self._obj.first_name} {self._obj.last_name}" if self._obj.last_name else self._obj.first_name
-        elif key == "workspaces":
-            return [workspace.name for workspace in self._obj.workspaces]
-        else:
-            return super().get(key, default)
-
-
-class User(BaseModel):
-    """Base user model"""
-
-    id: UUID
-    first_name: str
-    last_name: Optional[str]
-    full_name: Optional[str] = Field(description="Deprecated. Use `first_name` and `last_name` instead")
-    username: str = Field()
-    role: UserRole
-    workspaces: Optional[List[str]]
-    api_key: str
-    inserted_at: datetime
-    updated_at: datetime
-
-    class Config:
-        orm_mode = True
-        getter_dict = UserGetter
-
-
-class Token(BaseModel):
-    """Token response model"""
-
-    access_token: str
-    token_type: str = "bearer"
diff --git a/argilla-server/src/argilla_server/settings.py b/argilla-server/src/argilla_server/settings.py
index 58e936a782..32ba6c4778 100644
--- a/argilla-server/src/argilla_server/settings.py
+++ b/argilla-server/src/argilla_server/settings.py
@@ -29,6 +29,8 @@
     DEFAULT_MAX_KEYWORD_LENGTH,
     DEFAULT_SPAN_OPTIONS_MAX_ITEMS,
     DEFAULT_TELEMETRY_KEY,
+    SEARCH_ENGINE_ELASTICSEARCH,
+    SEARCH_ENGINE_OPENSEARCH,
 )
 from argilla_server.pydantic_v1 import BaseSettings, Field, root_validator, validator
 
@@ -97,7 +99,7 @@ class Settings(BaseSettings):
 
     es_mapping_total_fields_limit: int = 2000
 
-    search_engine: str = "elasticsearch"
+    search_engine: str = SEARCH_ENGINE_ELASTICSEARCH
 
     vectors_fields_limit: int = Field(
         default=5,
@@ -217,11 +219,20 @@ def old_dataset_records_index_name(self) -> str:
             return index_name.replace("<NAMESPACE>", "")
         return index_name.replace("<NAMESPACE>", f".{ns}")
 
+    @property
+    def search_engine_is_elasticsearch(self) -> bool:
+        return self.search_engine == SEARCH_ENGINE_ELASTICSEARCH
+
+    @property
+    def search_engine_is_opensearch(self) -> bool:
+        return self.search_engine == SEARCH_ENGINE_OPENSEARCH
+
     def obfuscated_elasticsearch(self) -> str:
         """Returns configured elasticsearch url obfuscating the provided password, if any"""
         parsed = urlparse(self.elasticsearch)
         if parsed.password:
             return self.elasticsearch.replace(parsed.password, "XXXX")
+
         return self.elasticsearch
 
     class Config:
diff --git a/argilla-server/src/argilla_server/use_cases/responses/upsert_responses_in_bulk.py b/argilla-server/src/argilla_server/use_cases/responses/upsert_responses_in_bulk.py
index 95ec26ed25..547dd7e68b 100644
--- a/argilla-server/src/argilla_server/use_cases/responses/upsert_responses_in_bulk.py
+++ b/argilla-server/src/argilla_server/use_cases/responses/upsert_responses_in_bulk.py
@@ -17,12 +17,12 @@
 from fastapi import Depends
 from sqlalchemy.ext.asyncio import AsyncSession
 
+from argilla_server.api.policies.v1 import RecordPolicy, authorize
+from argilla_server.api.schemas.v1.responses import Response, ResponseBulk, ResponseBulkError, ResponseUpsert
 from argilla_server.contexts import datasets
 from argilla_server.database import get_async_db
 from argilla_server.errors import future as errors
 from argilla_server.models import User
-from argilla_server.policies import RecordPolicyV1, authorize
-from argilla_server.schemas.v1.responses import Response, ResponseBulk, ResponseBulkError, ResponseUpsert
 from argilla_server.search_engine import SearchEngine, get_search_engine
 
 
@@ -43,7 +43,7 @@ async def execute(self, responses: List[ResponseUpsert], user: User) -> List[Res
                 if record is None:
                     raise errors.NotFoundError(f"Record with id `{item.record_id}` not found")
 
-                await authorize(user, RecordPolicyV1.create_response(record))
+                await authorize(user, RecordPolicy.create_response(record))
                 response = await datasets.upsert_response(self.db, self.search_engine, record, user, item)
             except Exception as err:
                 responses_bulk_items.append(ResponseBulk(item=None, error=ResponseBulkError(detail=str(err))))
diff --git a/argilla-server/src/argilla_server/utils/_telemetry.py b/argilla-server/src/argilla_server/utils/_telemetry.py
index 72c97c79db..6d03cf5379 100644
--- a/argilla-server/src/argilla_server/utils/_telemetry.py
+++ b/argilla-server/src/argilla_server/utils/_telemetry.py
@@ -33,7 +33,7 @@ def server_deployment_type() -> str:
 
 def is_running_on_huggingface_space() -> bool:
     """Returns True if the current process is running inside a Huggingface Space, False otherwise."""
-    from argilla_server.schemas.v1.settings import HuggingfaceSettings
+    from argilla_server.api.schemas.v1.settings import HuggingfaceSettings
 
     return HuggingfaceSettings().is_running_on_huggingface
 
diff --git a/argilla-server/src/argilla_server/validators/questions.py b/argilla-server/src/argilla_server/validators/questions.py
index ab6a5325fc..5c36268022 100644
--- a/argilla-server/src/argilla_server/validators/questions.py
+++ b/argilla-server/src/argilla_server/validators/questions.py
@@ -14,16 +14,16 @@
 
 from typing import List
 
-from argilla_server.enums import QuestionType
-from argilla_server.errors.future import UnprocessableEntityError
-from argilla_server.models.database import Dataset, Question
-from argilla_server.schemas.v1.questions import (
+from argilla_server.api.schemas.v1.questions import (
     QuestionCreate,
     QuestionSettings,
     QuestionSettingsUpdate,
     QuestionUpdate,
     SpanQuestionSettings,
 )
+from argilla_server.enums import QuestionType
+from argilla_server.errors.future import UnprocessableEntityError
+from argilla_server.models.database import Dataset, Question
 
 
 class QuestionCreateValidator:
diff --git a/argilla-server/src/argilla_server/validators/records.py b/argilla-server/src/argilla_server/validators/records.py
index d5238a7b41..6aba29dbd5 100644
--- a/argilla-server/src/argilla_server/validators/records.py
+++ b/argilla-server/src/argilla_server/validators/records.py
@@ -19,11 +19,11 @@
 
 from sqlalchemy.ext.asyncio import AsyncSession
 
+from argilla_server.api.schemas.v1.records import RecordCreate, RecordUpdate, RecordUpsert
+from argilla_server.api.schemas.v1.records_bulk import RecordsBulkCreate, RecordsBulkUpsert
 from argilla_server.contexts import records
 from argilla_server.errors.future.base_errors import UnprocessableEntityError
 from argilla_server.models import Dataset, Record
-from argilla_server.schemas.v1.records import RecordCreate, RecordUpdate, RecordUpsert
-from argilla_server.schemas.v1.records_bulk import RecordsBulkCreate, RecordsBulkUpsert
 
 
 class RecordValidatorBase(ABC):
diff --git a/argilla-server/src/argilla_server/validators/response_values.py b/argilla-server/src/argilla_server/validators/response_values.py
index 9df2d8885b..4ba64f1c4e 100644
--- a/argilla-server/src/argilla_server/validators/response_values.py
+++ b/argilla-server/src/argilla_server/validators/response_values.py
@@ -14,10 +14,7 @@
 
 from typing import Optional
 
-from argilla_server.enums import QuestionType, ResponseStatus
-from argilla_server.errors.future import UnprocessableEntityError
-from argilla_server.models import Record
-from argilla_server.schemas.v1.questions import (
+from argilla_server.api.schemas.v1.questions import (
     LabelSelectionQuestionSettings,
     MultiLabelSelectionQuestionSettings,
     QuestionSettings,
@@ -25,7 +22,7 @@
     RatingQuestionSettings,
     SpanQuestionSettings,
 )
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.schemas.v1.responses import (
     MultiLabelSelectionQuestionResponseValue,
     RankingQuestionResponseValue,
     RatingQuestionResponseValue,
@@ -33,6 +30,9 @@
     SpanQuestionResponseValue,
     TextAndLabelSelectionQuestionResponseValue,
 )
+from argilla_server.enums import QuestionType, ResponseStatus
+from argilla_server.errors.future import UnprocessableEntityError
+from argilla_server.models import Record
 
 
 class ResponseValueValidator:
diff --git a/argilla-server/src/argilla_server/validators/responses.py b/argilla-server/src/argilla_server/validators/responses.py
index cc9b093e47..63d23adc08 100644
--- a/argilla-server/src/argilla_server/validators/responses.py
+++ b/argilla-server/src/argilla_server/validators/responses.py
@@ -14,10 +14,10 @@
 
 from typing import Union
 
+from argilla_server.api.schemas.v1.responses import ResponseCreate, ResponseUpdate, ResponseUpsert
 from argilla_server.enums import QuestionType, ResponseStatus
 from argilla_server.errors.future import UnprocessableEntityError
 from argilla_server.models import Record
-from argilla_server.schemas.v1.responses import ResponseCreate, ResponseUpdate, ResponseUpsert
 from argilla_server.validators.response_values import ResponseValueValidator
 
 
diff --git a/argilla-server/src/argilla_server/validators/suggestions.py b/argilla-server/src/argilla_server/validators/suggestions.py
index 3cf576dee3..bf99daf3dd 100644
--- a/argilla-server/src/argilla_server/validators/suggestions.py
+++ b/argilla-server/src/argilla_server/validators/suggestions.py
@@ -12,10 +12,10 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
+from argilla_server.api.schemas.v1.questions import QuestionSettings
+from argilla_server.api.schemas.v1.suggestions import SuggestionCreate
 from argilla_server.errors.future import UnprocessableEntityError
 from argilla_server.models.database import Record
-from argilla_server.schemas.v1.questions import QuestionSettings
-from argilla_server.schemas.v1.suggestions import SuggestionCreate
 from argilla_server.validators.response_values import ResponseValueValidator
 
 
diff --git a/argilla-server/tests/unit/api/v1/authentication/__init__.py b/argilla-server/tests/unit/api/handlers/v1/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/authentication/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/__init__.py b/argilla-server/tests/unit/api/handlers/v1/authentication/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/authentication/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/authentication/test_create_token.py b/argilla-server/tests/unit/api/handlers/v1/authentication/test_create_token.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/authentication/test_create_token.py
rename to argilla-server/tests/unit/api/handlers/v1/authentication/test_create_token.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/questions/__init__.py b/argilla-server/tests/unit/api/handlers/v1/datasets/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/questions/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/__init__.py b/argilla-server/tests/unit/api/handlers/v1/datasets/questions/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/questions/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/questions/test_create_dataset_question.py b/argilla-server/tests/unit/api/handlers/v1/datasets/questions/test_create_dataset_question.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/questions/test_create_dataset_question.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/questions/test_create_dataset_question.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/questions/test_list_dataset_questions.py b/argilla-server/tests/unit/api/handlers/v1/datasets/questions/test_list_dataset_questions.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/questions/test_list_dataset_questions.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/questions/test_list_dataset_questions.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/records_bulk/__init__.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/records_bulk/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/info/__init__.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/info/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_responses.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_responses.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_responses.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_responses.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_suggestions.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_suggestions.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_suggestions.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_suggestions.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_vectors.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_vectors.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_vectors.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/records_bulk/test_dataset_records_bulk_with_vectors.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/test_create_dataset_records.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/test_create_dataset_records.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/test_create_dataset_records.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/test_create_dataset_records.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/records/test_update_dataset_records.py b/argilla-server/tests/unit/api/handlers/v1/datasets/records/test_update_dataset_records.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/records/test_update_dataset_records.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/records/test_update_dataset_records.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_create_dataset_question.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_create_dataset_question.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/test_create_dataset_question.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_create_dataset_question.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_create_dataset_vector_settings.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_create_dataset_vector_settings.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/test_create_dataset_vector_settings.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_create_dataset_vector_settings.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_get_dataset_progress.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_get_dataset_progress.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/test_get_dataset_progress.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_get_dataset_progress.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_list_dataset_records_search_suggestions_options.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_list_dataset_records_search_suggestions_options.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/test_list_dataset_records_search_suggestions_options.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_list_dataset_records_search_suggestions_options.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_questions.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_questions.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/datasets/test_questions.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_questions.py
index 5b411eb5cf..cf08a4f33f 100644
--- a/argilla-server/tests/unit/api/v1/datasets/test_questions.py
+++ b/argilla-server/tests/unit/api/handlers/v1/datasets/test_questions.py
@@ -16,10 +16,7 @@
 from uuid import UUID, uuid4
 
 import pytest
-from argilla_server.constants import API_KEY_HEADER_NAME
-from argilla_server.enums import DatasetStatus
-from argilla_server.models import Question
-from argilla_server.schemas.v1.questions import (
+from argilla_server.api.schemas.v1.questions import (
     QUESTION_CREATE_DESCRIPTION_MAX_LENGTH,
     QUESTION_CREATE_NAME_MAX_LENGTH,
     QUESTION_CREATE_TITLE_MAX_LENGTH,
@@ -30,6 +27,9 @@
     VALUE_TEXT_OPTION_TEXT_MAX_LENGTH,
     VALUE_TEXT_OPTION_VALUE_MAX_LENGTH,
 )
+from argilla_server.constants import API_KEY_HEADER_NAME
+from argilla_server.enums import DatasetStatus
+from argilla_server.models import Question
 from argilla_server.settings import settings
 from httpx import AsyncClient
 from sqlalchemy import func, select
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_search_current_user_dataset_records.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_search_current_user_dataset_records.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/datasets/test_search_current_user_dataset_records.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_search_current_user_dataset_records.py
diff --git a/argilla-server/tests/unit/api/v1/datasets/test_search_dataset_records.py b/argilla-server/tests/unit/api/handlers/v1/datasets/test_search_dataset_records.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/datasets/test_search_dataset_records.py
rename to argilla-server/tests/unit/api/handlers/v1/datasets/test_search_dataset_records.py
index 34271a5379..3d22527c3b 100644
--- a/argilla-server/tests/unit/api/v1/datasets/test_search_dataset_records.py
+++ b/argilla-server/tests/unit/api/handlers/v1/datasets/test_search_dataset_records.py
@@ -15,7 +15,7 @@
 from uuid import UUID, uuid4
 
 import pytest
-from argilla_server.apis.v1.handlers.datasets.records import LIST_DATASET_RECORDS_LIMIT_LE
+from argilla_server.api.handlers.v1.datasets.records import LIST_DATASET_RECORDS_LIMIT_LE
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import RecordInclude, SortOrder
 from argilla_server.search_engine import (
diff --git a/argilla-server/tests/unit/api/v1/questions/__init__.py b/argilla-server/tests/unit/api/handlers/v1/info/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/questions/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/info/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/info/test_get_status.py b/argilla-server/tests/unit/api/handlers/v1/info/test_get_status.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/info/test_get_status.py
rename to argilla-server/tests/unit/api/handlers/v1/info/test_get_status.py
diff --git a/argilla-server/tests/unit/api/v1/info/test_get_version.py b/argilla-server/tests/unit/api/handlers/v1/info/test_get_version.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/info/test_get_version.py
rename to argilla-server/tests/unit/api/handlers/v1/info/test_get_version.py
diff --git a/argilla-server/tests/unit/api/v1/records/__init__.py b/argilla-server/tests/unit/api/handlers/v1/questions/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/records/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/questions/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/questions/test_update_question.py b/argilla-server/tests/unit/api/handlers/v1/questions/test_update_question.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/questions/test_update_question.py
rename to argilla-server/tests/unit/api/handlers/v1/questions/test_update_question.py
diff --git a/argilla-server/tests/unit/api/v1/responses/__init__.py b/argilla-server/tests/unit/api/handlers/v1/records/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/responses/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/records/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/records/test_create_record_response.py b/argilla-server/tests/unit/api/handlers/v1/records/test_create_record_response.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/records/test_create_record_response.py
rename to argilla-server/tests/unit/api/handlers/v1/records/test_create_record_response.py
diff --git a/argilla-server/tests/unit/api/v1/records/test_upsert_suggestion.py b/argilla-server/tests/unit/api/handlers/v1/records/test_upsert_suggestion.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/records/test_upsert_suggestion.py
rename to argilla-server/tests/unit/api/handlers/v1/records/test_upsert_suggestion.py
diff --git a/argilla-server/tests/unit/api/v1/settings/__init__.py b/argilla-server/tests/unit/api/handlers/v1/responses/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/settings/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/responses/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/responses/test_create_current_user_responses_bulk.py b/argilla-server/tests/unit/api/handlers/v1/responses/test_create_current_user_responses_bulk.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/responses/test_create_current_user_responses_bulk.py
rename to argilla-server/tests/unit/api/handlers/v1/responses/test_create_current_user_responses_bulk.py
index de1fbf2e5d..721c263e45 100644
--- a/argilla-server/tests/unit/api/v1/responses/test_create_current_user_responses_bulk.py
+++ b/argilla-server/tests/unit/api/handlers/v1/responses/test_create_current_user_responses_bulk.py
@@ -390,7 +390,7 @@ async def test_too_many_responses(self, async_client: AsyncClient, owner_auth_he
 
     @pytest.mark.skipif(reason="Profiling is not active", condition=not bool(os.getenv("TEST_PROFILING", None)))
     async def test_create_responses_in_bulk_profiling(self, db: "AsyncSession", elasticsearch_config: dict):
-        from argilla_server.schemas.v1.responses import DraftResponseUpsert
+        from argilla_server.api.schemas.v1.responses import DraftResponseUpsert
         from argilla_server.search_engine import ElasticSearchEngine
         from pyinstrument import Profiler
 
diff --git a/argilla-server/tests/unit/api/v1/responses/test_update_response.py b/argilla-server/tests/unit/api/handlers/v1/responses/test_update_response.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/responses/test_update_response.py
rename to argilla-server/tests/unit/api/handlers/v1/responses/test_update_response.py
diff --git a/argilla-server/tests/unit/api/v1/users/__init__.py b/argilla-server/tests/unit/api/handlers/v1/settings/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/settings/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/settings/test_get_settings.py b/argilla-server/tests/unit/api/handlers/v1/settings/test_get_settings.py
similarity index 98%
rename from argilla-server/tests/unit/api/v1/settings/test_get_settings.py
rename to argilla-server/tests/unit/api/handlers/v1/settings/test_get_settings.py
index f5d3d7bcf6..cd4a39e8da 100644
--- a/argilla-server/tests/unit/api/v1/settings/test_get_settings.py
+++ b/argilla-server/tests/unit/api/handlers/v1/settings/test_get_settings.py
@@ -16,9 +16,9 @@
 from unittest import mock
 
 import pytest
+from argilla_server.api.schemas.v1.settings import HuggingfaceSettings
 from argilla_server.contexts import settings as settings_context
 from argilla_server.contexts.settings import HUGGINGFACE_SETTINGS
-from argilla_server.schemas.v1.settings import HuggingfaceSettings
 from argilla_server.settings import settings as argilla_server_settings
 from httpx import AsyncClient
 
diff --git a/argilla-server/tests/unit/api/v1/test_datasets.py b/argilla-server/tests/unit/api/handlers/v1/test_datasets.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/test_datasets.py
rename to argilla-server/tests/unit/api/handlers/v1/test_datasets.py
index e5c52be7d2..b8aca01cfb 100644
--- a/argilla-server/tests/unit/api/v1/test_datasets.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_datasets.py
@@ -19,7 +19,19 @@
 from uuid import UUID, uuid4
 
 import pytest
-from argilla_server.apis.v1.handlers.datasets.records import LIST_DATASET_RECORDS_LIMIT_DEFAULT
+from argilla_server.api.handlers.v1.datasets.records import LIST_DATASET_RECORDS_LIMIT_DEFAULT
+from argilla_server.api.schemas.v1.datasets import DATASET_GUIDELINES_MAX_LENGTH, DATASET_NAME_MAX_LENGTH
+from argilla_server.api.schemas.v1.fields import FIELD_CREATE_NAME_MAX_LENGTH, FIELD_CREATE_TITLE_MAX_LENGTH
+from argilla_server.api.schemas.v1.metadata_properties import (
+    METADATA_PROPERTY_CREATE_NAME_MAX_LENGTH,
+    METADATA_PROPERTY_CREATE_TITLE_MAX_LENGTH,
+    TERMS_METADATA_PROPERTY_VALUES_MAX_ITEMS,
+)
+from argilla_server.api.schemas.v1.records import RECORDS_CREATE_MAX_ITEMS, RECORDS_CREATE_MIN_ITEMS
+from argilla_server.api.schemas.v1.vector_settings import (
+    VECTOR_SETTINGS_CREATE_NAME_MAX_LENGTH,
+    VECTOR_SETTINGS_CREATE_TITLE_MAX_LENGTH,
+)
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import (
     DatasetStatus,
@@ -42,21 +54,6 @@
     Vector,
     VectorSettings,
 )
-from argilla_server.schemas.v1.datasets import (
-    DATASET_GUIDELINES_MAX_LENGTH,
-    DATASET_NAME_MAX_LENGTH,
-)
-from argilla_server.schemas.v1.fields import FIELD_CREATE_NAME_MAX_LENGTH, FIELD_CREATE_TITLE_MAX_LENGTH
-from argilla_server.schemas.v1.metadata_properties import (
-    METADATA_PROPERTY_CREATE_NAME_MAX_LENGTH,
-    METADATA_PROPERTY_CREATE_TITLE_MAX_LENGTH,
-    TERMS_METADATA_PROPERTY_VALUES_MAX_ITEMS,
-)
-from argilla_server.schemas.v1.records import RECORDS_CREATE_MAX_ITEMS, RECORDS_CREATE_MIN_ITEMS
-from argilla_server.schemas.v1.vector_settings import (
-    VECTOR_SETTINGS_CREATE_NAME_MAX_LENGTH,
-    VECTOR_SETTINGS_CREATE_TITLE_MAX_LENGTH,
-)
 from argilla_server.search_engine import (
     FloatMetadataFilter,
     IntegerMetadataFilter,
diff --git a/argilla-server/tests/unit/api/v1/test_fields.py b/argilla-server/tests/unit/api/handlers/v1/test_fields.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/test_fields.py
rename to argilla-server/tests/unit/api/handlers/v1/test_fields.py
index d482bab3e3..17713ade47 100644
--- a/argilla-server/tests/unit/api/v1/test_fields.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_fields.py
@@ -17,9 +17,9 @@
 from uuid import uuid4
 
 import pytest
+from argilla_server.api.schemas.v1.fields import FIELD_CREATE_TITLE_MAX_LENGTH
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.models import DatasetStatus, Field, UserRole
-from argilla_server.schemas.v1.fields import FIELD_CREATE_TITLE_MAX_LENGTH
 from sqlalchemy import func, select
 
 from tests.factories import (
diff --git a/argilla-server/tests/unit/api/v1/test_list_dataset_records.py b/argilla-server/tests/unit/api/handlers/v1/test_list_dataset_records.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/test_list_dataset_records.py
rename to argilla-server/tests/unit/api/handlers/v1/test_list_dataset_records.py
index b55de205fc..f088cfcda9 100644
--- a/argilla-server/tests/unit/api/v1/test_list_dataset_records.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_list_dataset_records.py
@@ -16,7 +16,7 @@
 from uuid import uuid4
 
 import pytest
-from argilla_server.apis.v1.handlers.datasets.records import LIST_DATASET_RECORDS_LIMIT_DEFAULT
+from argilla_server.api.handlers.v1.datasets.records import LIST_DATASET_RECORDS_LIMIT_DEFAULT
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import RecordInclude, RecordSortField, ResponseStatus, UserRole
 from argilla_server.models import Dataset, Question, Record, Response, Suggestion, User, Workspace
diff --git a/argilla-server/tests/unit/api/v1/test_metadata_properties.py b/argilla-server/tests/unit/api/handlers/v1/test_metadata_properties.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/test_metadata_properties.py
rename to argilla-server/tests/unit/api/handlers/v1/test_metadata_properties.py
index 3783690288..ae9b32c873 100644
--- a/argilla-server/tests/unit/api/v1/test_metadata_properties.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_metadata_properties.py
@@ -17,10 +17,10 @@
 from uuid import uuid4
 
 import pytest
+from argilla_server.api.schemas.v1.metadata_properties import METADATA_PROPERTY_CREATE_TITLE_MAX_LENGTH
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import MetadataPropertyType, UserRole
 from argilla_server.models import MetadataProperty, UserRole
-from argilla_server.schemas.v1.metadata_properties import METADATA_PROPERTY_CREATE_TITLE_MAX_LENGTH
 from argilla_server.search_engine import FloatMetadataMetrics, IntegerMetadataMetrics, TermsMetadataMetrics
 from sqlalchemy import func, select
 
diff --git a/argilla-server/tests/unit/api/v1/test_oauth2.py b/argilla-server/tests/unit/api/handlers/v1/test_oauth2.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_oauth2.py
rename to argilla-server/tests/unit/api/handlers/v1/test_oauth2.py
diff --git a/argilla-server/tests/unit/api/v1/test_questions.py b/argilla-server/tests/unit/api/handlers/v1/test_questions.py
similarity index 99%
rename from argilla-server/tests/unit/api/v1/test_questions.py
rename to argilla-server/tests/unit/api/handlers/v1/test_questions.py
index a21cfbef5c..d4baacb5d7 100644
--- a/argilla-server/tests/unit/api/v1/test_questions.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_questions.py
@@ -16,10 +16,13 @@
 from uuid import uuid4
 
 import pytest
+from argilla_server.api.schemas.v1.questions import (
+    QUESTION_CREATE_DESCRIPTION_MAX_LENGTH,
+    QUESTION_CREATE_TITLE_MAX_LENGTH,
+)
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import OptionsOrder
 from argilla_server.models import DatasetStatus, Question, UserRole
-from argilla_server.schemas.v1.questions import QUESTION_CREATE_DESCRIPTION_MAX_LENGTH, QUESTION_CREATE_TITLE_MAX_LENGTH
 from sqlalchemy import func, select
 
 from tests.factories import (
diff --git a/argilla-server/tests/unit/api/v1/test_records.py b/argilla-server/tests/unit/api/handlers/v1/test_records.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_records.py
rename to argilla-server/tests/unit/api/handlers/v1/test_records.py
diff --git a/argilla-server/tests/unit/api/v1/test_responses.py b/argilla-server/tests/unit/api/handlers/v1/test_responses.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_responses.py
rename to argilla-server/tests/unit/api/handlers/v1/test_responses.py
diff --git a/argilla-server/tests/unit/api/v1/test_suggestions.py b/argilla-server/tests/unit/api/handlers/v1/test_suggestions.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_suggestions.py
rename to argilla-server/tests/unit/api/handlers/v1/test_suggestions.py
diff --git a/argilla-server/tests/unit/api/v1/test_users.py b/argilla-server/tests/unit/api/handlers/v1/test_users.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_users.py
rename to argilla-server/tests/unit/api/handlers/v1/test_users.py
diff --git a/argilla-server/tests/unit/api/v1/test_vectors_settings.py b/argilla-server/tests/unit/api/handlers/v1/test_vectors_settings.py
similarity index 98%
rename from argilla-server/tests/unit/api/v1/test_vectors_settings.py
rename to argilla-server/tests/unit/api/handlers/v1/test_vectors_settings.py
index 6fc47c2638..fb58a34e67 100644
--- a/argilla-server/tests/unit/api/v1/test_vectors_settings.py
+++ b/argilla-server/tests/unit/api/handlers/v1/test_vectors_settings.py
@@ -16,9 +16,9 @@
 from uuid import uuid4
 
 import pytest
+from argilla_server.api.schemas.v1.vector_settings import VECTOR_SETTINGS_CREATE_TITLE_MAX_LENGTH
 from argilla_server.constants import API_KEY_HEADER_NAME
 from argilla_server.enums import UserRole
-from argilla_server.schemas.v1.vector_settings import VECTOR_SETTINGS_CREATE_TITLE_MAX_LENGTH
 
 from tests.factories import AdminFactory, AnnotatorFactory, UserFactory, VectorSettingsFactory
 
diff --git a/argilla-server/tests/unit/api/v1/test_workspaces.py b/argilla-server/tests/unit/api/handlers/v1/test_workspaces.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/test_workspaces.py
rename to argilla-server/tests/unit/api/handlers/v1/test_workspaces.py
diff --git a/argilla-server/tests/unit/api/v1/workspaces/__init__.py b/argilla-server/tests/unit/api/handlers/v1/users/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/workspaces/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/users/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/users/test_create_user.py b/argilla-server/tests/unit/api/handlers/v1/users/test_create_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/test_create_user.py
rename to argilla-server/tests/unit/api/handlers/v1/users/test_create_user.py
diff --git a/argilla-server/tests/unit/api/v1/users/test_delete_user.py b/argilla-server/tests/unit/api/handlers/v1/users/test_delete_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/test_delete_user.py
rename to argilla-server/tests/unit/api/handlers/v1/users/test_delete_user.py
diff --git a/argilla-server/tests/unit/api/v1/users/test_get_current_user.py b/argilla-server/tests/unit/api/handlers/v1/users/test_get_current_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/test_get_current_user.py
rename to argilla-server/tests/unit/api/handlers/v1/users/test_get_current_user.py
diff --git a/argilla-server/tests/unit/api/v1/users/test_get_user.py b/argilla-server/tests/unit/api/handlers/v1/users/test_get_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/test_get_user.py
rename to argilla-server/tests/unit/api/handlers/v1/users/test_get_user.py
diff --git a/argilla-server/tests/unit/api/v1/users/test_list_users.py b/argilla-server/tests/unit/api/handlers/v1/users/test_list_users.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/users/test_list_users.py
rename to argilla-server/tests/unit/api/handlers/v1/users/test_list_users.py
diff --git a/argilla-server/tests/unit/schemas/__init__.py b/argilla-server/tests/unit/api/handlers/v1/workspaces/__init__.py
similarity index 100%
rename from argilla-server/tests/unit/schemas/__init__.py
rename to argilla-server/tests/unit/api/handlers/v1/workspaces/__init__.py
diff --git a/argilla-server/tests/unit/api/v1/workspaces/test_create_workspace.py b/argilla-server/tests/unit/api/handlers/v1/workspaces/test_create_workspace.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/workspaces/test_create_workspace.py
rename to argilla-server/tests/unit/api/handlers/v1/workspaces/test_create_workspace.py
diff --git a/argilla-server/tests/unit/api/v1/workspaces/test_create_workspace_user.py b/argilla-server/tests/unit/api/handlers/v1/workspaces/test_create_workspace_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/workspaces/test_create_workspace_user.py
rename to argilla-server/tests/unit/api/handlers/v1/workspaces/test_create_workspace_user.py
diff --git a/argilla-server/tests/unit/api/v1/workspaces/test_delete_workspace_user.py b/argilla-server/tests/unit/api/handlers/v1/workspaces/test_delete_workspace_user.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/workspaces/test_delete_workspace_user.py
rename to argilla-server/tests/unit/api/handlers/v1/workspaces/test_delete_workspace_user.py
diff --git a/argilla-server/tests/unit/api/v1/workspaces/test_list_workspace_users.py b/argilla-server/tests/unit/api/handlers/v1/workspaces/test_list_workspace_users.py
similarity index 100%
rename from argilla-server/tests/unit/api/v1/workspaces/test_list_workspace_users.py
rename to argilla-server/tests/unit/api/handlers/v1/workspaces/test_list_workspace_users.py
diff --git a/argilla-server/tests/unit/api/schemas/__init__.py b/argilla-server/tests/unit/api/schemas/__init__.py
new file mode 100644
index 0000000000..55be41799b
--- /dev/null
+++ b/argilla-server/tests/unit/api/schemas/__init__.py
@@ -0,0 +1,13 @@
+#  Copyright 2021-present, the Recognai S.L. team.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
diff --git a/argilla-server/tests/unit/schemas/v1/responses/test_response_value_create.py b/argilla-server/tests/unit/api/schemas/v1/responses/test_response_value_create.py
similarity index 98%
rename from argilla-server/tests/unit/schemas/v1/responses/test_response_value_create.py
rename to argilla-server/tests/unit/api/schemas/v1/responses/test_response_value_create.py
index 6c37cf700d..baac400126 100644
--- a/argilla-server/tests/unit/schemas/v1/responses/test_response_value_create.py
+++ b/argilla-server/tests/unit/api/schemas/v1/responses/test_response_value_create.py
@@ -15,7 +15,7 @@
 from typing import Any
 
 import pytest
-from argilla_server.schemas.v1.responses import (
+from argilla_server.api.schemas.v1.responses import (
     RankingQuestionResponseValueItem,
     ResponseValueCreate,
     SpanQuestionResponseValueItem,
diff --git a/argilla-server/tests/unit/schemas/test_base.py b/argilla-server/tests/unit/api/schemas/v1/test_commons.py
similarity index 93%
rename from argilla-server/tests/unit/schemas/test_base.py
rename to argilla-server/tests/unit/api/schemas/v1/test_commons.py
index e4efaf58f2..5c76dec479 100644
--- a/argilla-server/tests/unit/schemas/test_base.py
+++ b/argilla-server/tests/unit/api/schemas/v1/test_commons.py
@@ -15,7 +15,7 @@
 from typing import Optional
 
 import pytest
-from argilla_server.schemas.base import UpdateSchema
+from argilla_server.api.schemas.v1.commons import UpdateSchema
 
 
 def test_update_schema():
diff --git a/argilla-server/tests/unit/conftest.py b/argilla-server/tests/unit/conftest.py
index d31ab6b488..fe3479ea6d 100644
--- a/argilla-server/tests/unit/conftest.py
+++ b/argilla-server/tests/unit/conftest.py
@@ -19,7 +19,7 @@
 import pytest
 import pytest_asyncio
 from argilla_server import telemetry
-from argilla_server.apis.routes import api_v1
+from argilla_server.api.routes import api_v1
 from argilla_server.constants import API_KEY_HEADER_NAME, DEFAULT_API_KEY
 from argilla_server.database import get_async_db
 from argilla_server.models import User, UserRole, Workspace
diff --git a/argilla-server/tests/unit/contexts/search/test_search_records_query_validator.py b/argilla-server/tests/unit/contexts/search/test_search_records_query_validator.py
index fe72c2b376..3972283865 100644
--- a/argilla-server/tests/unit/contexts/search/test_search_records_query_validator.py
+++ b/argilla-server/tests/unit/contexts/search/test_search_records_query_validator.py
@@ -16,8 +16,8 @@
 
 import argilla_server.errors.future as errors
 import pytest
+from argilla_server.api.schemas.v1.records import SearchRecordsQuery
 from argilla_server.contexts.search import SearchRecordsQueryValidator
-from argilla_server.schemas.v1.records import SearchRecordsQuery
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from tests.factories import (
diff --git a/argilla-server/tests/unit/errors/test_api_errors.py b/argilla-server/tests/unit/errors/test_api_errors.py
index 008152d55e..fdda7fd540 100644
--- a/argilla-server/tests/unit/errors/test_api_errors.py
+++ b/argilla-server/tests/unit/errors/test_api_errors.py
@@ -13,14 +13,14 @@
 #  limitations under the License.
 
 import pytest
-from argilla_server.errors import APIErrorHandler
+from argilla_server.api.schemas.v1.datasets import Dataset
 from argilla_server.errors.base_errors import (
     EntityAlreadyExistsError,
     EntityNotFoundError,
     GenericServerError,
     ServerError,
 )
-from argilla_server.schemas.v1.datasets import Dataset
+from argilla_server.errors.error_handler import APIErrorHandler
 from fastapi import Request
 
 mock_request = Request(scope={"type": "http", "headers": {}})
diff --git a/argilla-server/tests/unit/search_engine/test_commons.py b/argilla-server/tests/unit/search_engine/test_commons.py
index 4d4757c161..0c0f673ff7 100644
--- a/argilla-server/tests/unit/search_engine/test_commons.py
+++ b/argilla-server/tests/unit/search_engine/test_commons.py
@@ -21,6 +21,7 @@
 from argilla_server.search_engine import (
     FloatMetadataFilter,
     IntegerMetadataFilter,
+    ResponseFilterScope,
     SortBy,
     SuggestionFilterScope,
     TermsFilter,
@@ -92,8 +93,8 @@ async def dataset_for_pagination(opensearch: OpenSearch):
 @pytest_asyncio.fixture(scope="function")
 @pytest.mark.asyncio
 async def test_banking_sentiment_dataset_non_indexed():
-    text_question = await TextQuestionFactory()
-    rating_question = await RatingQuestionFactory()
+    text_question = await TextQuestionFactory(name="text")
+    rating_question = await RatingQuestionFactory(name="rating")
 
     dataset = await DatasetFactory.create(
         fields=[
@@ -594,6 +595,50 @@ async def test_search_with_response_status_filter(
         assert len(result.items) == expected_items
         assert result.total == expected_items
 
+    async def test_search_with_response_value_without_user(
+        self,
+        search_engine: BaseElasticAndOpenSearchEngine,
+        opensearch: OpenSearch,
+        test_banking_sentiment_dataset: Dataset,
+    ):
+        user = await UserFactory.create()
+        await self._configure_record_responses(
+            opensearch,
+            test_banking_sentiment_dataset,
+            [ResponseStatusFilter.draft],
+            number_of_answered_records=2,
+            user=user,
+            rating_value=2,
+        )
+
+        another_user = await UserFactory.create()
+        await self._configure_record_responses(
+            opensearch,
+            test_banking_sentiment_dataset,
+            [ResponseStatusFilter.draft],
+            number_of_answered_records=3,
+            user=another_user,
+            rating_value=4,
+        )
+
+        results_for_user = await search_engine.search(
+            test_banking_sentiment_dataset,
+            filter=TermsFilter(ResponseFilterScope(question="rating", user=None), values=["2"]),
+        )
+        assert results_for_user.total == 2
+
+        results_for_another_user = await search_engine.search(
+            test_banking_sentiment_dataset,
+            filter=TermsFilter(ResponseFilterScope(question="rating", user=None), values=["4"]),
+        )
+        assert results_for_another_user.total == 3
+
+        combined_results = await search_engine.search(
+            test_banking_sentiment_dataset,
+            filter=TermsFilter(ResponseFilterScope(question="rating", user=None), values=["2", "4"]),
+        )
+        assert combined_results.total == 3
+
     @pytest.mark.parametrize(
         "statuses, expected_items",
         [
@@ -707,7 +752,7 @@ async def test_search_with_response_status_filter_does_not_affect_the_result_sco
 
     @pytest.mark.parametrize(
         "property, filter_match_value, filter_unmatch_value",
-        [("value", "A", "C"), ("score", 0.5, 0), ("agent", "peter", "john"), ("type", "human", "model")],
+        [("value", "A", "C"), ("score", "0.5", "0"), ("agent", "peter", "john"), ("type", "human", "model")],
     )
     async def test_search_with_suggestion_filter(
         self,
@@ -1377,6 +1422,7 @@ async def _configure_record_responses(
         response_status: List[ResponseStatusFilter],
         number_of_answered_records: int,
         user: Optional[User] = None,
+        rating_value: Optional[int] = None,
     ):
         index_name = es_index_name_for_dataset(dataset)
 
@@ -1392,7 +1438,9 @@ async def _configure_record_responses(
         # Create two responses with the same status (one in each record)
         for i, status in enumerate(response_status):
             if status != ResponseStatusFilter.missing:
-                await self._update_records_responses(opensearch, index_name, selected_records, status, user)
+                await self._update_records_responses(
+                    opensearch, index_name, selected_records, status, user, rating_value
+                )
 
         for status in all_statuses:
             if status not in response_status and status != ResponseStatusFilter.missing:
@@ -1407,11 +1455,20 @@ async def _update_records_responses(
         records: List[Record],
         status: ResponseStatusFilter,
         user: Optional[User] = None,
+        rating_value: Optional[int] = None,
     ):
         another_user = await UserFactory.create()
 
         for record in records:
-            users_responses = {f"{another_user.id}.status": status.value}
+            users_responses = {
+                f"{another_user.id}.status": status.value,
+                f"{another_user.id}.values.rating": -1,
+            }
             if user:
-                users_responses.update({f"{user.id}.status": status.value})
+                users_responses.update(
+                    {
+                        f"{user.id}.status": status.value,
+                        f"{user.id}.values.rating": rating_value or -1,
+                    }
+                )
             opensearch.update(index_name, id=record.id, body={"doc": {"responses": users_responses}})
diff --git a/argilla-server/tests/unit/security/test_model.py b/argilla-server/tests/unit/security/test_model.py
index e69fe80ab1..1254e1f539 100644
--- a/argilla-server/tests/unit/security/test_model.py
+++ b/argilla-server/tests/unit/security/test_model.py
@@ -15,8 +15,8 @@
 from typing import Union
 
 import pytest
-from argilla_server.schemas.v1.users import User, UserCreate
-from argilla_server.schemas.v1.workspaces import WorkspaceCreate
+from argilla_server.api.schemas.v1.users import User, UserCreate
+from argilla_server.api.schemas.v1.workspaces import WorkspaceCreate
 
 from tests.factories import UserFactory, WorkspaceFactory
 from tests.pydantic_v1 import ValidationError
diff --git a/argilla-server/tests/unit/validators/test_records_bulk.py b/argilla-server/tests/unit/validators/test_records_bulk.py
index 7f1dba1167..7abaa57d41 100644
--- a/argilla-server/tests/unit/validators/test_records_bulk.py
+++ b/argilla-server/tests/unit/validators/test_records_bulk.py
@@ -13,10 +13,10 @@
 #  limitations under the License.
 
 import pytest
+from argilla_server.api.schemas.v1.records import RecordCreate, RecordUpsert
+from argilla_server.api.schemas.v1.records_bulk import RecordsBulkCreate, RecordsBulkUpsert
 from argilla_server.errors.future import UnprocessableEntityError
 from argilla_server.models import Dataset
-from argilla_server.schemas.v1.records import RecordCreate, RecordUpsert
-from argilla_server.schemas.v1.records_bulk import RecordsBulkCreate, RecordsBulkUpsert
 from argilla_server.validators.records import RecordsBulkCreateValidator, RecordsBulkUpsertValidator
 from sqlalchemy.ext.asyncio import AsyncSession
 
diff --git a/argilla/docs/community/contributor.md b/argilla/docs/community/contributor.md
index 4157896533..4956c2f398 100644
--- a/argilla/docs/community/contributor.md
+++ b/argilla/docs/community/contributor.md
@@ -1,5 +1,5 @@
 ---
-description: Argilla-python is the reference argilla python server SDK.
+description: the Argilla Python SDK is the reference Argilla Python server SDK.
 hide:
   - footer
 ---
@@ -13,7 +13,7 @@ Thank you for investing your time in contributing to the project! Any contributi
     * **Git**: This is a very useful tool to keep track of the changes in your files. Using the command-line interface (CLI), you can make your contributions easily. For that, you need to have it [installed and updated](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) on your computer.
     * **GitHub**: It is a platform and cloud-based service that uses git and allows developers to collaborate on projects. To contribute to Argilla, you'll need to create an account. Check the [Contributor Workflow with Git and Github](#contributor-workflow-with-git-and-github) for more info.
     * **Developer Documentation**: To collaborate, you'll need to set up an efficient environment. Check the [developer documentation](../getting_started/installation.md) to know how to do it.
-    * **Schedule a meeting with our developer advocate**: If you have more questions, do not hesitate to contact to our developer advocate and [schedule a meeting](https://calendly.com/argilla-office-hours/30min).
+    * **Schedule a meeting with our developer advocate**: If you have more questions, do not hesitate to contact our developer advocate and [schedule a meeting](https://calendly.com/argilla-office-hours/30min).
 
 ## First Contact in Slack
 
diff --git a/argilla/docs/community/index.md b/argilla/docs/community/index.md
index 88e1fd0b8c..d6c5ba11b5 100644
--- a/argilla/docs/community/index.md
+++ b/argilla/docs/community/index.md
@@ -1,5 +1,5 @@
 ---
-description: Argilla-python is the reference argilla python server SDK.
+description: the Argilla Python SDK is the reference Argilla Python server.
 hide:
     - toc
     - footer
diff --git a/argilla/docs/getting_started/faq.md b/argilla/docs/getting_started/faq.md
index ffda3d80e2..410b90ff86 100644
--- a/argilla/docs/getting_started/faq.md
+++ b/argilla/docs/getting_started/faq.md
@@ -1,5 +1,5 @@
 ---
-description: Argilla-python is the reference argilla python server SDK.
+description: the Argilla Python SDK is the reference Argilla Python server.
 hide: toc
 ---
 
diff --git a/argilla/docs/getting_started/installation.md b/argilla/docs/getting_started/installation.md
index 15b03e4d68..a8589a892e 100644
--- a/argilla/docs/getting_started/installation.md
+++ b/argilla/docs/getting_started/installation.md
@@ -1,5 +1,5 @@
 ---
-description: Installation of Argilla-python.
+description: Installation of the Argilla Python SDK.
 ---
 
 # Installation
diff --git a/argilla/docs/getting_started/quickstart.md b/argilla/docs/getting_started/quickstart.md
index 54d19b0cfe..3d4737f35b 100644
--- a/argilla/docs/getting_started/quickstart.md
+++ b/argilla/docs/getting_started/quickstart.md
@@ -108,12 +108,12 @@ Now you can add the data to your dataset. Use a `mapping` to indicate which keys
 
 ```python
 dataset.records.log(records=data, mapping={"text": "review"})
-```	
+```
 
 🎉 You have successfully created your first dataset with Argilla. You can now access it in the Argilla UI and start annotating the records.
 
 ## More references
 
 * [Installation guide](installation.md)
-* [How-to guides](../guides/how_to_guides/index.md)
-* [API reference](../reference/argilla/client.md)
+* [How-to guides](../how_to_guides/index.md)
+* [API reference](../reference//argilla/client.md)
diff --git a/argilla/docs/guides/how_to_guides/dataset.md b/argilla/docs/guides/how_to_guides/dataset.md
deleted file mode 100644
index 5733b16d9a..0000000000
--- a/argilla/docs/guides/how_to_guides/dataset.md
+++ /dev/null
@@ -1,493 +0,0 @@
----
-description: In this section, we will provide a step-by-step guide to show how to manage datasets and configure dataset settings.
----
-
-# Dataset management
-
-This guide provides an overview of datasets, explaining the basics of how to set them up and manage them in Argilla.
-
-A **dataset** is a collection of records that you can configure for labelers to provide feedback using the UI. Depending on the specific requirements of your task, you may need various types of feedback. You can customize the dataset to include different kinds of questions, so the first step will be to define the aim of your project and the kind of data and feedback you will need. With this information, you can start configuring a dataset by defining fields, questions, metadata, vectors, and guidelines through settings.
-
-??? Question "Question: Who can manage datasets?"
-
-    Only users with the `owner` role can manage (create, retrieve, update and delete) all the datasets.
-
-    The users with the `admin` role can manage (create, retrieve, update and delete) the datasets in the workspaces they have access to.
-
-!!! info "Main Classes"
-    === "`rg.Dataset`"
-
-        ```python
-        rg.Dataset(
-            name="name",
-            workspace="workspace",
-            settings=settings,
-            client=client
-        )
-        ```
-        > Check the [Dataset - Python Reference](../../reference/argilla/datasets/datasets.md) to see the attributes, arguments, and methods of the `Dataset` class in detail.
-
-    === "`rg.Settings`"
-
-        ```python
-        rg.Settings(
-            fields=[rg.TextField(name="text")],
-            questions=[
-                rg.LabelQuestion(
-                    name="label",
-                    labels=["label_1", "label_2", "label_3"]
-                )
-            ],
-            metadata=[rg.TermsMetadataProperty(name="metadata")],
-            vectors=[rg.VectorField(name="vector", dimensions=10)],
-            guidelines="guidelines",
-            allow_extra_metadata=True,
-        )
-        ```
-
-        > Check the [Settings - Python Reference](../../reference/argilla/settings/settings.md) to see the attributes, arguments, and methods of the `Settings` class in detail.
-
-## Create a dataset
-
-To create a dataset, you can define it in the `Dataset` class and then call the `create` method that will send the dataset to the server so that it can be visualized in the UI. If the dataset does not appear in the UI, you may need to click the refresh button to update the view. For further configuration of the dataset, you can refer to the [settings section](#define-dataset-settings).
-
-> The created dataset will be empty, to add the records refer to this [how-to guide](record.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-settings = rg.Settings(
-    guidelines="These are some guidelines.",
-    fields=[
-        rg.TextField(
-            name="text",
-        ),
-    ],
-    questions=[
-        rg.LabelQuestion(
-            name="label",
-            labels=["label_1", "label_2", "label_3"]
-        ),
-    ],
-)
-
-dataset = rg.Dataset(
-    name="my_dataset",
-    workspace="my_workspace",
-    settings=settings,
-    client=client,
-)
-
-dataset.create()
-```
-!!! tip "Accessing attributes"
-    Access the attributes of a dataset by calling them directly on the `dataset` object. For example, `dataset.id`, `dataset.name` or `dataset.settings`. You can similarly access the fields, questions, metadata, vectors and guidelines. For instance, `dataset.fields` or `dataset.questions`.
-
-### Create multiple datasets with the same settings
-
-To create multiple datasets with the same settings, define the settings once and pass it to each dataset.
-
-```python
-import argilla as rg
-
-settings = rg.Settings(
-    guidelines="Select the sentiment of the prompt.",
-    fields=[rg.TextField(name="prompt", use_markdown=True)],
-    questions=[rg.LabelQuestion(name="sentiment", labels=["positive", "negative"])],
-)
-
-dataset1 = rg.Dataset(name="sentiment_analysis_1", settings=settings)
-dataset2 = rg.Dataset(name="sentiment_analysis_2", settings=settings)
-
-# Create the datasets on the server
-dataset1.create()
-dataset2.create()
-```
-
-### Create a dataset with settings from an existing dataset
-
-To create a new dataset with settings from an existing dataset, get the settings from the existing dataset and pass it
-to the new dataset.
-
-```python
-import argilla as rg
-
-# Get the settings from an existing dataset
-existing_dataset = client.datasets("sentiment_analysis")
-
-# Create a new dataset with the same settings
-dataset = rg.Dataset(name="sentiment_analysis_copy", settings=existing_dataset.settings)
-
-# Create the dataset on the server
-dataset.create()
-```
-
-## Define dataset settings
-
-### Fields
-
-The fields in a dataset consist of one or more data items requiring annotation. Currently, Argilla only supports plain text and markdown through the `TextField`, though we plan to introduce additional field types in future updates.
-
-A **field** is defined in the `TextField` class that has the following arguments:
-
-* `name`: The name of the field.
-* `title` (optional): The name of the field, as it will be displayed in the UI. Defaults to the `name` value.
-* `required` (optional): Whether the field is required or not. Defaults to `True`. At least one field must be required.
-* `use_markdown` (optional): Specify whether you want markdown rendered in the UI. Defaults to `False`. If you set it to True, you will be able to use all the Markdown features for text formatting, as well as embed multimedia content and PDFs.
-
-!!! note
-    The order of the fields in the UI follows the order in which these are added to the fields attribute in the Python SDK.
-
-```python
-rg.TextField(
-    name="text",
-    title="Text",
-    required=True,
-    use_markdown=False
-)
-```
-![TextField](../../assets/images/how_to_guides/dataset/fields.png)
-
-### Questions
-
-To collect feedback for your dataset, you need to formulate questions that annotators will be asked to answer. Currently, Argilla supports the following types of questions: `LabelQuestion`, `MultiLabelQuestion`, `RankingQuestion`, `RatingQuestion`, `SpanQuestion`, and `TextQuestion`.
-
-=== "Label"
-    A `LabelQuestion` asks annotators to choose a unique label from a list of options. This type is useful for text classification tasks. In the UI, they will have a rounded shape. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `labels`: A list of strings with the options for these questions. If you'd like the text of the labels to be different in the UI and internally, you can pass a dictionary instead where the key is the internal name and the value will be the text displayed in the UI.
-
-    ```python
-    rg.LabelQuestion(
-        name="label",
-        title="Is the response relevant for the given prompt?",
-        description="Select the one that applies.",
-        required=True,
-        labels={"YES": "Yes", "NO": "No"}, # or ["YES", "NO"]
-    )
-    ```
-    ![LabelQuestion](../../assets/images/how_to_guides/dataset/label_question.png)
-
-=== "Multi-label"
-    A `MultiLabelQuestion` asks annotators to choose all applicable labels from a list of options. This type is useful for multi-label text classification tasks. In the UI, they will have a squared shape. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `labels`: A list of strings with the options for these questions. If you'd like the text of the labels to be different in the UI and internally, you can pass a dictionary instead where the key is the internal name and the value will be the text displayed in the UI.
-    - `visible_labels` (optional): The number of labels that will be visible at first sight in the UI. By default, the UI will show 20 labels and collapse the rest. Set your preferred number to change this limit or set `visible_labels=None` to show all options.
-
-    ```python
-    rg.MultiLabelQuestion(
-        name="multi_label",
-        title="Does the response include any of the following?",
-        description="Select all that apply.",
-        required=True,
-        labels={
-            "hate": "Hate Speech",
-            "sexual": "Sexual content",
-            "violent": "Violent content",
-            "pii": "Personal information",
-            "untruthful": "Untruthful info",
-            "not_english": "Not English",
-            "inappropriate": "Inappropriate content"
-        }, # or ["hate", "sexual", "violent", "pii", "untruthful", "not_english", "inappropriate"]
-        visible_labels=4
-    )
-
-    ```
-    ![MultiLabelQuestion](../../assets/images/how_to_guides/dataset/multilabel_question.png)
-
-=== "Ranking"
-    A `RankingQuestion` asks annotators to order a list of options. It is useful to gather information on the preference or relevance of a set of options. Ties are allowed and all options will need to be ranked. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `values`: A list of strings with the options they will need to rank. If you'd like the text of the options to be different in the UI and internally, you can pass a dictionary instead where the key is the internal name and the value is the text to display in the UI.
-
-    ```python
-    rg.RankingQuestion(
-        name="ranking",
-        title="Order replies based on your preference",
-        description="1 = best, 3 = worst. Ties are allowed.",
-        required=True,
-        values={
-            "reply-1": "Reply 1",
-            "reply-2": "Reply 2",
-            "reply-3": "Reply 3"
-        } # or ["reply-1", "reply-2", "reply-3"]
-    )
-    ```
-
-    ![RankingQuestion](../../assets/images/how_to_guides/dataset/ranking_question.png)
-
-=== "Rating"
-    A `RatingQuestion` asks annotators to select one option from a list of integer values. This type is useful for collecting numerical scores. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `values`: A list of unique integers representing the scores that annotators can select from should be defined within the range [1, 10].
-
-    ```python
-    rg.RatingQuestion(
-        name="rating",
-        title="How satisfied are you with the response?",
-        description="1 = very unsatisfied, 10 = very satisfied",
-        required=True,
-        values=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
-    )
-    ```
-
-    ![RatingQuestion](../../assets/images/how_to_guides/dataset/rating_question.png)
-
-=== "Span"
-    A `SpanQuestion` asks annotators to select a portion of the text of a specific field and apply a label to it. This type of question is useful for named entity recognition or information extraction tasks. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value, but capitalized.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `labels`: A list of strings with the options for these questions. If you'd like the text of the labels to be different in the UI and internally, you can pass a dictionary instead where the key is the internal name and the value will be the text to display in the UI.
-    - `field`: This question is always attached to a specific field. You should pass a string with the name of the field where the labels of the `SpanQuestion` should be used.
-    - `allow_overlapping`: This value specifies whether overlapped spans are allowed or not. Defaults to `False`.
-    - `visible_labels` (optional): The number of labels that will be visible at first sight in the UI. By default, the UI will show 20 labels and collapse the rest. Set your preferred number to change this limit or set `visible_labels=None` to show all options.
-
-    ```python
-    rg.SpanQuestion(
-        name="span",
-        title="Select the entities in the text",
-        description="Select the entities in the text",
-        required=True,
-        labels={
-            "PERSON": "Person",
-            "ORG": "Organization",
-            "LOC": "Location",
-            "MISC": "Miscellaneous"
-        },
-        field="text",
-        allow_overlapping=False,
-        visible_labels=None
-    )
-    ```
-
-    ![SpanQuestion](../../assets/images/how_to_guides/dataset/span_question.png)
-
-=== "Text"
-    A `TextQuestion` offers to annotators a free-text area where they can enter any text. This type is useful for collecting natural language data, such as corrections or explanations. It has the following configuration:
-
-    - `name`: The name of the question.
-    - `title` (optional): The name of the question, as it will be displayed in the UI. Defaults to the `name` value, but capitalized.
-    - `description` (optional): The text to be displayed in the question tooltip in the UI. You can use it to give more context or information to annotators.
-    - `required` (optional): Whether the question is required or not. Defaults to `True`. At least one question must be required.
-    - `use_markdown` (optional): Define whether the field should render markdown text. Defaults to `False`. If you set it to `True`, you will be able to use all the Markdown features for text formatting, as well as embed multimedia content and PDFs.
-
-    ```python
-    rg.TextQuestion(
-        name="text",
-        title="Please provide feedback on the response",
-        description="Please provide feedback on the response",
-        required=True,
-        use_markdown=True
-    )
-    ```
-
-    ![TextQuestion](../../assets/images/how_to_guides/dataset/text_question.png)
-
-### Metadata
-
-Metadata properties allow you to configure the use of metadata information for the filtering and sorting features available in the UI and Python SDK. There exist three types of metadata you can add: `TermsMetadataProperty`, `IntegerMetadataProperty` and `FloatMetadataProperty`.
-
-=== "Terms"
-    A `TermsMetadataProperty` allows to add a list of strings as metadata options. It has the following configuration:
-
-    - `name`: The name of the metadata property.
-    - `title` (optional): The name of the metadata property, as it will be displayed in the UI. Defaults to the `name` value, but capitalized.
-    - `options` (optional): You can pass a list of valid values for this metadata property, in case you want to run any validation.
-
-    ```python
-    rg.TermsMetadataProperty(
-        name="terms",
-        title="Annotation groups",
-        options=["group-a", "group-b", "group-c"]
-    )
-    ```
-    ![TermsMetadataProperty](../../assets/images/how_to_guides/dataset/term_metadata.png)
-
-=== "Integer"
-    An `IntegerMetadataProperty` allows to add integer values as metadata. It has the following configuration:
-
-    - `name`: The name of the metadata property.
-    - `title` (optional): The name of the metadata property, as it will be displayed in the UI. Defaults to the `name` value, but capitalized.
-    - `min` (optional): You can pass a minimum valid value. If none is provided, the minimum value will be computed from the values provided in the records.
-    - `max` (optional): You can pass a maximum valid value. If none is provided, the maximum value will be computed from the values provided in the records.
-
-    ```python
-    rg.IntegerMetadataProperty(
-        name="integer",
-        title="length-input",
-        min=42,
-        max=1984,
-    )
-    ```
-    ![IntegerMetadataProperty](../../assets/images/how_to_guides/dataset/integer_metadata.png)
-
-=== "Float"
-    A `FloatMetadataProperty` allows to add float values as metadata. It has the following configuration:
-
-    - `name`: The name of the metadata property.
-    - `title` (optional): The name of the metadata property, as it will be displayed in the UI. Defaults to the `name` value, but capitalized.
-    - `min` (optional): You can pass a minimum valid value. If none is provided, the minimum value will be computed from the values provided in the records.
-    - `max` (optional): You can pass a maximum valid value. If none is provided, the maximum value will be computed from the values provided in the records.
-
-    ```python
-    rg.FloatMetadataProperty(
-        name="float",
-        title="Reading ease",
-        min=-92.29914,
-        max=119.6975,
-    )
-    ```
-    ![FloatMetadataProperty](../../assets/images/how_to_guides/dataset/float_metadata.png)
-
-### Vectors
-
-To use the similarity search in the UI and the Python SDK, you will need to configure vectors using the `VectorField` class. It has the following configuration:
-
-* `name`: The name of the vector.
-* `title` (optional): A name for the vector to display in the UI for better readability.
-* `dimensions`: The dimensions of the vectors used in this setting.
-
-```python
-rg.VectorField(
-    name="my_vector",
-    title="My Vector",
-    dimensions=768
-),
-```
-![VectorField](../../assets/images/how_to_guides/dataset/vectors.png)
-
-### Guidelines
-
-Once you have decided on the data to show and the questions to ask, it's important to provide clear guidelines to the annotators. These guidelines help them understand the task and answer the questions consistently. You can provide guidelines in two ways:
-
-* In the dataset guidelines: this is added as an argument when you create your dataset in the Python SDK. It will appear in the dataset settings in the UI.
-```python
-guidelines = "In this dataset, you will find a collection of records that show a category, an instruction, a context and a response to that instruction. [...]"
-```
-![Guidelines](../../assets/images/how_to_guides/dataset/guidelines.png)
-
-* As question descriptions: these are added as an argument when you create questions in the Python SDK. This text will appear in a tooltip next to the question in the UI.
-![Guidelines as descriptions](../../assets/images/how_to_guides/dataset/guidelines_description.png)
-
-It is good practice to use at least the dataset guidelines if not both methods. Question descriptions should be short and provide context to a specific question. They can be a summary of the guidelines to that question, but often that is not sufficient to align the whole annotation team. In the guidelines, you can include a description of the project, details on how to answer each question with examples, instructions on when to discard a record, etc.
-
-!!! tip
-    If you want further guidance on good practices for guidelines during the project development, check our [blog post](https://argilla.io/blog/annotation-guidelines-practices/).
-
-## List datasets
-
-You can list all the datasets available in a workspace using the `datasets` attribute of the `Workspace` class. You can also use `len(workspace.datasets)` to get the number of datasets in a workspace.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-datasets = workspace.datasets
-
-for dataset in datasets:
-    print(dataset)
-```
-
-## Retrieve a dataset
-
-You can retrieve a dataset by calling the `datasets` method on the `Argilla` class and passing the name of the dataset as an argument. By default, this method attempts to retrieve the dataset from the first workspace. If the dataset is in a different workspace, you must specify either the workspace name or id as an argument.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-# Retrieve the dataset from the first workspace
-retrieved_dataset = client.datasets(name="my_dataset")
-
-# Retrieve the dataset from the specified workspace
-retrieved_dataset = client.datasets(name="my_dataset", workspace=workspace)
-```
-
-## Check dataset existence
-
-You can check if a dataset exists by calling the `exists` method on the `Dataset` class. This method returns a boolean value.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-dataset = client.datasets(name="my_dataset")
-
-dataset_existed = dataset.exists()
-```
-
-## Update a dataset
-
-You can update a dataset by calling the `update` method on the `Dataset` class and passing the new settings as an argument.
-
-!!! note
-    Keep in mind that once your dataset is published, only the guidelines can be updated.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-dataset_to_update = client.datasets(name="my_dataset")
-
-settings_to_update = rg.Settings(
-    guidelines="These are some updated guidelines.",
-    fields=[
-        rg.TextField(
-            name="text",
-        ),
-    ],
-    questions=[
-        rg.LabelQuestion(
-            name="label",
-            labels=["label_4", "label_5", "label_6"]
-        ),
-    ],
-)
-
-dataset_to_update.settings = settings_to_update
-
-dataset_updated = dataset_to_update.update()
-```
-
-## Delete a dataset
-
-You can delete an existing dataset by calling the `delete` method on the `Dataset` class.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-dataset_to_delete = client.datasets(name="my_dataset")
-
-dataset_deleted = dataset_to_delete.delete()
-```
\ No newline at end of file
diff --git a/argilla/docs/guides/how_to_guides/index.md b/argilla/docs/guides/how_to_guides/index.md
deleted file mode 100644
index c8456903af..0000000000
--- a/argilla/docs/guides/how_to_guides/index.md
+++ /dev/null
@@ -1,76 +0,0 @@
----
-description: These are the how-to guides for the Argilla-python SDK. They provide step-by-step instructions for common scenarios, including detailed explanations and code samples.
-hide: toc
----
-
-# How-to guides
-
-These are the how-to guides for the *Argilla-python SDK*. They provide step-by-step instructions for common scenarios, including detailed explanations and code samples.
-
-<div class="grid cards" markdown>
-
--   __Manage users and credentials__
-
-    ---
-
-    Learn what they are and how to manage (create, read and delete) [`Users`](user.md) in Argilla.
-
-    [:octicons-arrow-right-24: How-to guide](user.md)
-
--   __Manage workspaces__
-
-    ---
-
-    Learn what they are and how to manage (create, read and delete) [`Workspaces`](workspace.md) in Argilla.
-
-    [:octicons-arrow-right-24: How-to guide](workspace.md)
-
--   __Manage and create datasets__
-
-    ---
-
-    Learn what they are and how to manage (create, read and delete) [`Datasets`](dataset.md) and customize them using the `Settings` for `Fields`, `Questions`,  `Metadata` and `Vectors`.
-
-    [:octicons-arrow-right-24: How-to guide](dataset.md)
-
--   __Add, update, and delete records__
-
-    ---
-
-    Learn what they are and how to add, update and delete the values for a [`Record`](record.md), which are made up of `Metadata`, `Vectors`, `Suggestions` and `Responses`.
-
-    [:octicons-arrow-right-24: How-to guide](record.md)
-
--   __Query, filter and export records__
-
-    ---
-
-    Learn how to query and filter a `Dataset` and export their `Records`.
-
-    [:octicons-arrow-right-24: How-to guide](query_export.md)
-
-<!-- -   :material-scale-balance:{ .lg .middle } __Distribute annotation work__
-
-    ---
-
-    Learn how to distribute [`Records`](#) to [`Users`](#) and [`Workspaces`](#) for managing annotation efforts the way you require.
-
-    [:octicons-arrow-right-24: License](#)
-
--   :material-scale-balance:{ .lg .middle } __Evaluate annotators and models with metrics and KPIs__
-
-    ---
-
-    Learn how to evaluate [`Users`](#) and Models with [`Metrics`](#) and [`KPIs`](#) to ensure the quality of your data, models and annotations.
-
-    [:octicons-arrow-right-24: License](#)
-
--   :material-scale-balance:{ .lg .middle } __Fine-tune a model__
-
-    ---
-
-    Learn how to fine-tune your own model with [`transformers`](#) and take ownership of your data and models.
-
-    [:octicons-arrow-right-24: License](#) -->
-
-</div>
\ No newline at end of file
diff --git a/argilla/docs/guides/how_to_guides/query_export.md b/argilla/docs/guides/how_to_guides/query_export.md
deleted file mode 100644
index a9a2f89d09..0000000000
--- a/argilla/docs/guides/how_to_guides/query_export.md
+++ /dev/null
@@ -1,222 +0,0 @@
----
-description: In this section, we will provide a step-by-step guide to show how to filter and query a dataset.
----
-
-# Query, filter, and export records
-
-This guide provides an overview of how to query and filter a dataset in Argilla and export records.
-
-You can search for records in your dataset by **querying** or **filtering**. The query focuses on the content of the text field, while the filter is used to filter the records based on conditions. You can use them independently or combine multiple filters to create complex search queries. You can also export records from a dataset either as a single dictionary or a list of dictionaries.
-
-!!! info "Main Classes"
-
-    === "`rg.query`"
-
-        ```python
-        rg.Query(
-            query="query",
-            filter=filter
-        )
-        ```
-        > Check the [Query - Python Reference](../../reference/argilla/search.md) to see the attributes, arguments, and methods of the `Query` class in detail.
-
-    === "`rg.Filter`"
-
-        ```python
-        rg.Filter(
-            [
-                ("field", "==", "value"),
-            ]
-        )
-        ```
-        > Check the [Filter - Python Reference](../../reference/argilla/search.md) to see the attributes, arguments, and methods of the `Filter` class in detail.
-
-## Query with search terms
-
-To search for records with terms, you can use the `Dataset.records` attribute with a query string. The search terms are used to search for records that contain the terms in the text field. You can search a single term or various terms, in the latter, all of them should appear in the record to be retrieved.
-
-=== "Single search term"
-
-    ```python
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    workspace = client.workspaces("my_workspace")
-
-    dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-    query = rg.Query(query="my_term")
-
-    queried_records = list(dataset.records(query=query))
-    ```
-
-=== "Multiple search term"
-
-    ```python
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    workspace = client.workspaces("my_workspace")
-
-    dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-    query = rg.Query(query="my_term1 my_term2")
-
-    queried_records = list(dataset.records(query=query))
-    ```
-
-## Filter by conditions
-
-You can use the `Filter` class to define the conditions and pass them to the `Dataset.records` attribute to fetch records based on the conditions. Conditions include "==", ">=", "<=", or "in". Conditions can be combined with dot notation to filter records based on metadata, suggestions, or responses. You can use a single condition or multiple conditions to filter records.
-
-| operator | description |
-|----------|-------------|
-| `==`     | The `field` value is equal to the `value` |
-| `>=`     | The `field` value is greater than or equal to the `value` |
-| `<=`     | The `field` value is less than or equal to the `value` |
-| `in`     | TThe `field` value is included in a list of values |
-
-=== "Single condition"
-
-    ```python
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    workspace = client.workspaces("my_workspace")
-
-    dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-    filter_label = rg.Filter(("label", "==", "positive"))
-
-    filtered_records = list(dataset.records(query=rg.Query(filter=filter_label)))
-    ```
-
-=== "Multiple conditions"
-
-    ```python
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    workspace = client.workspaces("my_workspace")
-
-    dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-    filters = rg.Filter(
-        [
-            ("label.suggestion", "==", "positive"),
-            ("metadata.count", ">=", 10),
-            ("metadata.count", "<=", 20),
-            ("label", "in", ["positive", "negative"])
-        ]
-    )
-
-    filtered_records = list(dataset.records(
-        query=rg.Query(filter=filters)),
-        with_suggestions=True
-    )
-    ```
-
-## Filter by status
-
-You can filter records based on their status. The status can be `pending`, `draft`, `submitted`, or `discarded`.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-status_filter = rg.Query(
-    filter=rg.Filter(("status", "==", "submitted"))
-)
-
-filtered_records = list(dataset.records(status_filter))
-```
-
-## Query and filter a dataset
-
-As mentioned, you can use a query with a search term and a filter or various filters to create complex search queries.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-query_filter = rg.Query(
-    query="my_term",
-    filter=rg.Filter(
-        [
-            ("label.suggestion", "==", "positive"),
-            ("metadata.count", ">=", 10),
-        ]
-    )
-)
-
-queried_filtered_records = list(dataset.records(
-    query=query_filter,
-    with_metadata=True,
-    with_suggestions=True
-)
-)
-```
-
-## Export records to a dictionary
-
-Records can be exported from `Dataset.records` as a dictionary. The `to_dict` method can be used to export records as a dictionary. You can specify the orientation of the dictionary output. You can also decide if to flatten or not the dictionary.
-
-=== "
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-# Export records as a dictionary
-exported_records = dataset.records.to_dict()
-# {'fields': [{'text': 'Hello'},{'text': 'World'}], suggestions': [{'label': {'value': 'positive'}}, {'label': {'value': 'negative'}}]
-
-# Export records as a dictionary with orient=index
-exported_records = dataset.records.to_dict(orient="index")
-# {"uuid": {'fields': {'text': 'Hello'}, 'suggestions': {'label': {'value': 'positive'}}}, {"uuid": {'fields': {'text': 'World'}, 'suggestions': {'label': {'value': 'negative'}}},
-
-# Export records as a dictionary with flatten=false
-exported_records = dataset.records.to_dict(flatten=True)
-# {"text": ["Hello", "World"], "label.suggestion": ["greeting", "greeting"]}
-```
-
-## Export records to a list
-
-Records can be exported from `Dataset.records` as a list of dictionaries. The `to_list` method can be used to export records as a list of dictionaries. You can decide if to flatten it or not.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-dataset = client.datasets(name="my_dataset", workspace=workspace)
-
-# Export records as a list of dictionaries
-exported_records = dataset.records.to_list()
-# [{'fields': {'text': 'Hello'}, 'suggestion': {'label': {value: 'greeting'}}}, {'fields': {'text': 'World'}, 'suggestion': {'label': {value: 'greeting'}}}]
-
-# Export records as a list of dictionaries with flatten=False
-exported_records = dataset.records.to_list(flatten=True)
-# [{"text": "Hello", "label": "greeting"}, {"text": "World", "label": "greeting"}]
-```
diff --git a/argilla/docs/guides/how_to_guides/record.md b/argilla/docs/guides/how_to_guides/record.md
deleted file mode 100644
index aa87c50d80..0000000000
--- a/argilla/docs/guides/how_to_guides/record.md
+++ /dev/null
@@ -1,455 +0,0 @@
----
-description: In this section, we will provide a step-by-step guide to show how to manage records.
----
-
-# Add, update, and delete records
-
-This guide provides an overview of records, explaining the basics of how to define and manage them in Argilla.
-
-A **record** in Argilla is a data item that requires annotation, consisting of one or more fields. These are the pieces of information displayed to the user in the UI to facilitate the completion of the annotation task. Each record also includes questions that annotators are required to answer, with the option of adding suggestions and responses to assist them. Guidelines are also provided to help annotators effectively complete their tasks.
-
-> A record is part of a dataset, so you will need to create a dataset before adding records. Check these guides to learn how to [create a dataset](dataset.md).
-
-!!! info "Main Class"
-
-    ```python
-    rg.Record(
-        external_id="1234",
-        fields={
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes"
-        },
-        metadata={
-            "category": "A"
-        },
-        vectors={
-            "my_vector": [0.1, 0.2, 0.3],
-        },
-        suggestions=[
-            rg.suggestion("my_label", "positive", score=0.9, agent="model_name")
-        ],
-        responses=[
-            rg.response("label", "positive", user_id=user_id)
-        ],
-    )
-    ```
-    > Check the [Record - Python Reference](../../reference/argilla/records/records.md) to see the attributes, arguments, and methods of the `Record` class in detail.
-
-## Add records
-
-You can add records to a dataset in two different ways: either by using a dictionary or by directly initializing a `Record` object. You should ensure that fields, metadata and vectors match those configured in the dataset settings. In both cases, are added via the `Dataset.records.log` method. As soon as you add the records, these will be available in the Argilla UI. If they do not appear in the UI, you may need to click the refresh button to update the view.
-
-!!! tip
-    Take some time to inspect the data before adding it to the dataset in case this triggers changes in the `questions` or `fields`.
-
-!!! note
-    If you are planning to use public data, the [Datasets page](https://huggingface.co/datasets) of the Hugging Face Hub is a good place to start. Remember to always check the license to make sure you can legally use it for your specific use case.
-
-=== "As `Record` objects"
-
-    You can add records to a dataset by initializing a `Record` object directly. This is ideal if you need to apply logic to the data before defining the record. If the data is already structured, you should consider adding it directly as a dictionary or Hugging Face dataset.
-
-    ```python
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    dataset = client.datasets(name="my_dataset")
-
-    records = [
-        rg.Record(
-            fields={
-                "question": "Do you need oxygen to breathe?",
-                "answer": "Yes"
-            },
-        ),
-        rg.Record(
-            fields={
-                "question": "What is the boiling point of water?",
-                "answer": "100 degrees Celsius"
-            },
-        ), # (1)
-    ]
-
-    dataset.records.log(records)
-    ```
-    
-    1. This is an illustration of a definition. In a real world scenario, you would iterate over a data structure and create `Record` objects for each iteration. 
-
-=== "From a generic data structure"
-
-    You can add the data directly as a dictionary like structure, where the keys correspond to the names of fields, questions, metadata or vectors in the dataset and the values are the data to be added. 
-    
-    If your data structure does not correspond to your Argilla dataset names, you can use a `mapping` to indicate which keys in the source data correspond to the dataset fields.
-
-    We illustrate this python dictionaries that represent your data, but we would not advise you to to define dictionaries. Instead use the `Record` object for instatiating records.
-
-    ```python	
-    import argilla as rg
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-    dataset = client.datasets(name="my_dataset")
-
-    # Add records to the dataset with the fields 'question' and 'answer'
-    data = [
-        {
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes",
-        },
-        {
-            "question": "What is the boiling point of water?",
-            "answer": "100 degrees Celsius",
-        }, # (1)
-    ]
-    dataset.records.log(data)
-
-    # Add records to the dataset with the a mapping of the fields 'question' and 'answer'
-    data = [
-        {
-            "query": "Do you need oxygen to breathe?",
-            "response": "Yes",
-        },
-        {
-            "query": "What is the boiling point of water?",
-            "response": "100 degrees Celsius",
-        },
-    ]
-    dataset.records.log(data, mapping={"query": "question", "response": "answer"}) # (2)
-    ```
-
-    1. The data structure's keys must match the fields or questions in the Argilla dataset. In this case, there are fields named `question` and `answer`. 
-    2. The data structure has keys `query` and `response` and the Argilla dataset has `question` and `answer`. You can use the `mapping` parameter to map the keys in the data structure to the fields in the Argilla dataset.
-
-
-=== "From a Hugging Face dataset"
-
-    You can also add records to a dataset using a Hugging Face dataset. This is useful when you want to use a dataset from the Hugging Face Hub and add it to your Argilla dataset.
-
-    You can add the dataset where the column names correspond to the names of fields, questions, metadata or vectors in the Argilla dataset. 
-    
-    If the dataset's schema does not correspond to your Argilla dataset names, you can use a `mapping` to indicate which columns in the dataset correspond to the Argilla dataset fields.
-
-    ```python
-    from uuid import uuid4
-
-    import argilla as rg
-    from datasets import load_dataset
-
-    client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-    dataset = client.datasets(name="my_dataset") # (1)
-
-    hf_dataset = load_dataset("imdb", split="train[:100]") # (2)
-
-    dataset.records.log(records=hf_dataset)
-    ```	
-
-    1. In this case, we are using the `my_dataset` dataset from the Argilla workspace. The dataset has a `text` field and a `label` question.
-
-    2. In this example, the Hugging Face dataset matches the Argilla dataset schema. If that is not the case, you could use the `.map` of the `datasets` library to prepare the data before adding it to the Argilla dataset.
-
-    Here we use the `mapping` parameter to specify the relationship between the Hugging Face dataset and the Argilla dataset.
-    
-    ```python
-    dataset.records.log(records=hf_dataset, mapping={"txt": "text", "y": "label"}) # (1)
-    ```
-
-    1. In this case, the `txt` key in the Hugging Face dataset corresponds to the `text` field in the Argilla dataset, and the `y` key in the Hugging Face dataset corresponds to the `label` field in the Argilla dataset.
-
-
-### Metadata
-
-Record metadata can include any information about the record that is not part of the fields in the form of a dictionary. To use metadata for filtering and sorting records, make sure that the key of the dictionary corresponds with the metadata property `name`. When the key doesn't correspond, this will be considered extra metadata that will get stored with the record (as long as `allow_extra_metadata` is set to `True` for the dataset), but will not be usable for filtering and sorting.
-
-!!! note
-    Remember that to use metadata within a dataset, you must define a metadata property in the [dataset settings](dataset.md).
-
-=== "As `Record` objects"
-
-    You can add metadata to a record in an initialized `Record` object. 
-
-    ```python
-    # Add records to the dataset with the metadata 'category'
-    records = [
-        rg.Record(
-            fields={
-                "question": "Do you need oxygen to breathe?",
-                "answer": "Yes"
-            },
-            metadata={"category": "A"},
-        ),
-        rg.Record(
-            fields={
-                "question": "What is the boiling point of water?",
-                "answer": "100 degrees Celsius"
-            },
-            metadata={"category": "B"},
-        ),
-    ]
-    dataset.records.log(records)
-    ```
-
-=== "From a generic data structure"
-    You can add metadata to a record directly as a dictionary structure, where the keys correspond to the names of metadata properties in the dataset and the values are the metadata to be added. Remember that you can also use the `mapping` parameter to specify the data structure.
-
-    ```python
-    # Add records to the dataset with the metadata 'category'
-    data = [
-        {
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes",
-            "category": "A",
-        },
-        {
-            "question": "What is the boiling point of water?",
-            "answer": "100 degrees Celsius",
-            "category": "B",
-        },
-    ]
-    dataset.records.log(data)
-    ```
-
-
-### Vectors
-
-You can associate vectors, like text embeddings, to your records. They can be used for semantic search in the UI and the Python SDK. Make sure that the length of the list corresponds to the dimensions set in the vector settings.
-
-!!! note
-    Remember that to use vectors within a dataset, you must define them in the [dataset settings](dataset.md).
-
-
-=== "As `Record` objects"
-
-    You can also add vectors to a record in an initialized `Record` object.
-
-    > Check the [Vector - Python Reference](../../reference/argilla/records/vectors.md) to see the attributes, arguments, and methods of the `Vector` class in detail.
-
-    ```python
-    # Add records to the dataset with the vector 'my_vector' and dimension=3
-    records = [
-        rg.Record(
-            fields={
-                "question": "Do you need oxygen to breathe?",
-                "answer": "Yes"
-            },
-            vectors=[
-                rg.Vector("my_vector", [0.1, 0.2, 0.3])
-            ],
-        ),
-        rg.Record(
-            fields={
-                "question": "What is the boiling point of water?",
-                "answer": "100 degrees Celsius"
-            },
-            vectors=[
-                rg.Vector("my_vector", [0.2, 0.5, 0.3])
-            ],
-        ),
-    ]
-    dataset.records.log(records)
-    ```
-
-=== "From a generic data structure"
-
-    You can add vectors from a dictionary like structure, where the keys correspond to the `name`s of the vector settings that were configured for your dataset and the value is a list of floats. Remember that you can also use the `mapping` parameter to specify the data structure.
-
-    ```python
-    # Add records to the dataset with the vector 'my_vector' and dimension=3
-    data = [
-        {
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes",
-            "my_vector": [0.1, 0.2, 0.3],
-        },
-        {
-            "question": "What is the boiling point of water?",
-            "answer": "100 degrees Celsius",
-            "my_vector": [0.2, 0.5, 0.3],
-        },
-    ]
-    dataset.records.log(data)
-    ```
-
-### Suggestions
-
-Suggestions refer to suggested responses (e.g. model predictions) that you can add to your records to make the annotation process faster. These can be added during the creation of the record or at a later stage. Only one suggestion can be provided for each question, and suggestion values must be compliant with the pre-defined questions e.g. if we have a `RatingQuestion` between 1 and 5, the suggestion should have a valid value within that range.
-
-=== "As `Record objects"
-    You can also add suggestions to a record in an initialized `Record` object.
-
-    > Check the [Suggestions - Python Reference](../../reference/argilla/records/suggestions.md) to see the attributes, arguments, and methods of the `Suggestion` class in detail.
-
-    ```python
-    # Add records to the dataset with the label 'my_label'
-    records = [
-        rg.Record(
-            fields={
-                "question": "Do you need oxygen to breathe?",
-                "answer": "Yes"
-            },
-            suggestions=[
-                rg.Suggestion(
-                    "my_label",
-                    "positive",
-                    score=0.9,
-                    agent="model_name"
-                )
-            ],
-        ),
-        rg.Record(
-            fields={
-                "question": "What is the boiling point of water?",
-                "answer": "100 degrees Celsius"
-            },
-            suggestions=[
-                rg.Suggestion(
-                    "my_label",
-                    "negative",
-                    score=0.9,
-                    agent="model_name"
-                )
-            ],
-        ),
-    ]
-    dataset.records.log(records)
-    ```
-
-=== "From a generic data structure"
-    You can add suggestions as a dictionary, where the keys correspond to the `name`s of the labels that were configured for your dataset. Remember that you can also use the `mapping` parameter to specify the data structure.
-
-    ```python
-    # Add records to the dataset with the label 'my_label'
-    data = [
-        {
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes",
-            "my_label.suggestion": "positive",
-            "my_label.suggestion.score": 0.9,
-            "my_label.suggestion.agent": "model_name"
-        },
-        {
-            "question": "What is the boiling point of water?",
-            "answer": "100 degrees Celsius",
-            "my_label.suggestion": "negative",
-            "my_label.suggestion.score": 0.9,
-            "my_label.suggestion.agent": "model_name"
-        },
-    ]
-    dataset.records.log(data)
-    ```
-
-### Responses
-
-If your dataset includes some annotations, you can add those to the records as you create them. Make sure that the responses adhere to the same format as Argilla's output and meet the schema requirements for the specific type of question being answered. Make sure to include the `user_id` in case you're planning to add more than one response for the same question, if not responses will apply to all the annotators.
-
-!!! note
-    Keep in mind that records with responses will be displayed as "Draft" in the UI.
-
-=== "As `Record` objects"
-    You can also add suggestions to a record in an initialized `Record` object.
-
-    > Check the [Responses - Python Reference](../../reference/argilla/records/responses.md) to see the attributes, arguments, and methods of the `Suggestion` class in detail.
-
-    ```python
-    # Add records to the dataset with the label 'my_label'
-    records = [
-        rg.Record(
-            fields={
-                "question": "Do you need oxygen to breathe?",
-                "answer": "Yes"
-            },
-            responses=[
-                rg.Response("my_label", "positive", user_id=user.id)
-            ]
-        ),
-        rg.Record(
-            fields={
-                "question": "What is the boiling point of water?",
-                "answer": "100 degrees Celsius"
-            },
-            responses=[
-                rg.Response("my_label", "negative", user_id=user.id)
-            ]
-        ),
-    ]
-    dataset.records.log(records)
-    ```
-
-=== "From a generic data structure"
-
-    You can add suggestions as a dictionary, where the keys correspond to the `name`s of the labels that were configured for your dataset. Remember that you can also use the `mapping` parameter to specify the data structure. If you want to specify the user that added the response, you can use the `user_id` parameter.
-
-    ```python
-    # Add records to the dataset with the label 'my_label'
-    data = [
-        {
-            "question": "Do you need oxygen to breathe?",
-            "answer": "Yes",
-            "my_label.response": "positive",
-        },
-        {
-            "question": "What is the boiling point of water?",
-            "answer": "100 degrees Celsius",
-            "my_label.response": "negative",
-        },
-    ]
-    dataset.records.log(data, user_id=user.id)
-    ```
-
-
-
-## List records
-
-To list records in a dataset, you can use the `records` method on the `Dataset` object. This method returns a list of `Record` objects that can be iterated over to access the record properties.
-
-```python
-for record in dataset.records(
-    with_suggestions=True,
-    with_responses=True,
-    with_vectors=True
-    ):
-
-    # Access the record properties
-    print(record.metadata)
-    print(record.vectors)
-    print(record.suggestions)
-    print(record.responses)
-
-    # Access the responses of the record
-    for response in record.responses:
-        print(record.question_name.value)
-```
-
-## Update records
-
-You can update records in a dataset calling the `update` method on the `Dataset` object. To update a record, you need to provide the record `id` and the new data to be updated.
-
-```python
-data = dataset.records.to_list(flatten=True)
-
-updated_data = [
-    {
-        "text": sample["text"],
-        "label": "positive",
-        "id": sample["id"],
-    }
-    for sample in data
-]
-dataset.records.log(records=updated_data)
-
-```
-!!! note "Update the metadata"
-    The `metadata` of `Record` object is a python dictionary. So to update the metadata of a record, you can iterate over the records and update the metadata by key or using `metadata.update`. After that, you should update the records in the dataset.
-
-    ```python
-    updated_records = []
-    
-    for record in dataset.records():
-
-        record.metadata["my_metadata"] = "new_value"
-        record.metadata["my_new_metadata"] = "new_value"
-        
-        updated_records.append(record)
-
-    dataset.records.log(records=updated_records)
-    ```
\ No newline at end of file
diff --git a/argilla/docs/guides/how_to_guides/user.md b/argilla/docs/guides/how_to_guides/user.md
deleted file mode 100644
index 9603163fa6..0000000000
--- a/argilla/docs/guides/how_to_guides/user.md
+++ /dev/null
@@ -1,201 +0,0 @@
----
-description: In this section, we will provide a step-by-step guide to show how to manage users and their credentials.
----
-
-# User Management
-
-This guide provides an overview of user roles and credentials, explaining how to set up and manage users in Argilla.
-
-A **user** in Argilla is an authorized person, who depending on their role, can use the Python SDK and access the UI in a running Argilla instance. We differentiate between three types of users depending on their role, permissions and needs: `owner`, `admin` and `annotator`.
-
-=== "Overview"
-    |                    | Owner      | Admin                     | Annotator |
-        |-------------------------------|------------|---------------------------|-----------|
-        | **Number**                    | Unlimited  | Unlimited                 | Unlimited |
-        | **Create and delete workspaces** | Yes      | No                        | No        |
-        | **Assign users to workspaces** | Yes        | No                        | No        |
-        | **Create, configure, update, and delete datasets** | Yes | Only within assigned workspaces | No |
-        | **Create, update, and delete users** | Yes  | No                        | No        |
-        | **Provide feedback with Argila UI** | Yes   | Yes   | Yes       |
-
-
-=== "Owner"
-
-    The `owner` refers to the root user who created the Argilla instance. Using workspaces within Argilla proves highly beneficial for organizing tasks efficiently. So, the owner has full access to all workspaces and their functionalities:
-
-    - **Workspace management**: It can create, read and delete a workspace.
-    - **User management**: It can create a new user, assign it to a workspace, and delete it. It can also list them and search for a specific one.
-    - **Dataset management**: It can create, configure, retrieve, update, and delete datasets.
-    - **Annotation**: It can annotate datasets in the Argilla UI.
-    - **Feedback**: It can provide feedback with the Argilla UI.
-
-=== "Admin"
-
-    An `admin` user can only access the workspaces it has been assigned to and cannot assign other users to it. An admin user has the following permissions:
-
-    - **Dataset management**: It can create, configure, retrieve, update, and delete datasets only on the assigned workspaces.
-    - **Annotation**: It can annotate datasets in the assigned workspaces via the Argilla UI.
-    - **Feedback**: It can provide feedback with the Argilla UI.
-
-=== "Annotator"
-
-    An `annotator` user is limited to accessing only the datasets assigned to it within the workspace. It has two specific permissions:
-
-    - **Annotation**: It can annotate the assigned datasets in the Argilla UI.
-    - **Feedback**: It can provide feedback with the Argilla UI.
-
-??? Question "Question: Who can manage users?"
-
-    Only users with the `owner` role can manage (create, retrieve, delete) other users.
-
-## Default users and credentials
-
-Argilla provides a default user with the `owner` role to help you get started in Python and the UI. The credentials for this user vary depending on the server configuration.
-
-| Environment                   | Username | Password    | API Key        |
-|-------------------------------|----------|-------------|----------------|
-| Quickstart Docker and HF Space | owner    | 12345678    | owner.apikey   |
-| Server image                  | argilla  | 1234        | argilla.apikey |
-
-!!! info "Main Class"
-
-    ```python
-    rg.User(
-        username="username",
-        first_name="first_name",
-        last_name="last_name",
-        role="owner",
-        password="password",
-        client=client
-    )
-    ```
-    > Check the [User - Python Reference](../../reference/argilla/users.md) to see the attributes, arguments, and methods of the `User` class in detail.
-
-## Get current user
-
-To ensure you're using the correct credentials for managing users, you can get the current user in Argilla using the `me` attribute of the `Argilla` class.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-current_user = client.me
-```
-
-## Create a user
-
-To create a new user in Argilla, you can define it in the `User` class and then call the `create` method. This method is inherited from the `Resource` base class and operates without modifications.
-
-!!! info Password generation
-    If you don't provide a password, a random one will be generated for you. Ensure you store this password securely by accessing it through `user.password` immediately after user creation. For security reasons, the password will not be retrievable later.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-user_to_create = rg.User(
-    username="my_username",
-    password="12345678",
-    client=client
-)
-
-created_user = user_to_create.create()
-```
-!!! tip "Accessing attributes"
-    Access the attributes of a user by calling them directly on the `User` object. For example, `user.id` or `user.username`.
-
-## List users
-
-You can list all the existing users in Argilla by accessing the `users` attribute on the `Argilla` class and iterating over them. You can also use `len(client.users)` to get the number of users.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-users = client.users
-
-for user in users:
-    print(user)
-```
-!!! tip "Notebooks"
-    When using a notebook, executing `client.users` will display a table with `username`, `id`, `role`, and the last update as `updated_at`.
-
-## Retrieve a user
-
-You can retrieve an existing user from Argilla by accessing the `users` attribute on the `Argilla` class and passing the `username` as an argument.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-retrieved_user = client.users("my_username")
-```
-
-## List users in a workspace
-
-You can list all the users in a workspace by accessing the `users` attribute on the `Workspace` class and iterating over them. You can also use `len(workspace.users)` to get the number of users by workspace.
-
-> For further information on how to manage workspaces, check this [how-to guide](workspace.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces('my_workspace')
-
-for user in workspace.users:
-    print(user)
-```
-
-## Add a user to a workspace
-
-You can add an existing user to a workspace in Argilla by calling the `add_to_workspace` method on the `User` class.
-
-> For further information on how to manage workspaces, check this [how-to guide](workspace.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-user = client.users('my_username')
-workspace = client.workspaces('my_workspace')
-
-added_user = user.add_to_workspace(workspace)
-```
-
-## Remove a user from a workspace
-
-You can remove an existing user from a workspace in Argilla by calling the `remove_from_workspace` method on the `User` class.
-
-> For further information on how to manage workspaces, check this [how-to guide](workspace.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-user = client.users('my_username')
-workspace = client.workspaces('my_workspace')
-
-removed_user = user.remove_from_workspace(workspace)
-```
-
-## Delete a user
-
-You can delete an existing user from Argilla by calling the `delete` method on the `User` class.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-user_to_delete = client.users('my_username')
-
-deleted_user = user_to_delete.delete()
-```
\ No newline at end of file
diff --git a/argilla/docs/guides/how_to_guides/workspace.md b/argilla/docs/guides/how_to_guides/workspace.md
deleted file mode 100644
index 912f17edc8..0000000000
--- a/argilla/docs/guides/how_to_guides/workspace.md
+++ /dev/null
@@ -1,164 +0,0 @@
----
-description: In this section, we will provide a step-by-step guide to show how to manage workspaces.
----
-
-# Workspace Management
-
-This guide provides an overview of workspaces, explaining how to set up and manage workspaces in Argilla.
-
-A **workspace** is a *space* inside your Argilla instance where authorized users can collaborate on datasets. It is accessible through the Python SDK and the UI.
-
-??? Question "Question: Who can manage workspaces?"
-
-    Only users with the `owner` role can manage (create, read and delete) workspaces.
-
-    A user with the `admin` role can only read the workspace to which it belongs.
-
-## Default workspaces
-
-Argilla provides a default workspace to help you get started in Python and the UI. The name of this workspace varies depending on the server configuration.
-
-| Environment                   | Name |
-|-------------------------------|----------|
-| Quickstart Docker and HF Space | admin    |
-| Server image                  | argilla  |
-
-!!! info "Main Class"
-
-    ```python
-    rg.Workspace(
-        name = "name",
-        client=client
-    )
-    ```
-    > Check the [Workspace - Python Reference](../../reference/argilla/workspaces.md) to see the attributes, arguments, and methods of the `Workspace` class in detail.
-
-## Create a new workspace
-
-To create a new workspace in Argilla, you can define it in the `Workspace` class and then call the `create` method. This method is inherited from the `Resource` base class and operates without modifications.
-
-> When you create a new workspace, it will be empty. To create and add a new dataset, check these [guides](dataset.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace_to_create = rg.Workspace(
-    name="my_workspace",
-    client=client
-)
-
-created_workspace = workspace_to_create.create()
-created_workspace
-```
-!!! tip "Accessing attributes"
-    Access the attributes of a workspace by calling them directly on the `Workspace` object. For example, `workspace.id` or `workspace.name`.
-
-## List workspaces
-
-You can list all the existing workspaces in Argilla by calling the `workspaces` attribute on the `Argilla` class and iterating over them. You can also use `len(client.workspaces)` to get the number of workspaces.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspaces = client.workspaces
-
-for workspace in workspaces:
-    print(workspace)
-```
-!!! tip "Notebooks"
-    When using a notebook, executing `client.workspaces` will display a table with the number of `datasets` in each workspace, `name`, `id`, and the last update as `updated_at`.
-
-## Retrieve a workspace
-
-You can retrieve a workspace by accessing the `workspaces` method on the `Argilla` class and passing the name of the workspace as an argument.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-retrieved_workspace = client.workspaces("my_workspace")
-```
-
-## Check workspace existence
-
-You can check if a workspace exists by calling the `exists` method on the `Workspace` class. This method returns a boolean value.
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-workspace_existed = workspace.exists()
-```
-
-## List users in a workspace
-
-You can list all the users in a workspace by accessing the `users` attribute on the `Workspace` class and iterating over them. You can also use `len(workspace.users)` to get the number of users by workspace.
-
-> For further information on how to manage users, check this [how-to guide](user.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces('my_workspace')
-
-for user in workspace.users:
-    print(user)
-```
-
-## Add a user to a workspace
-
-You can also add a user to a workspace by calling the `add_user` method on the `Workspace` class.
-
-> For further information on how to manage users, check this [how-to guide](user.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-added_user = workspace.add_user("my_username")
-```
-
-## Remove a user from workspace
-
-You can also remove a user from a workspace by calling the `remove_user` method on the `Workspace` class.
-
-> For further information on how to manage users, check this [how-to guide](user.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace = client.workspaces("my_workspace")
-
-removed_user = workspace.remove_user("my_username")
-```
-
-## Delete a workspace
-
-To delete a workspace, **no dataset can be associated with it**. If the workspace contains any dataset, deletion will fail. You can delete a workspace by calling the `delete` method on the `Workspace` class.
-
-> To clear a workspace and delete all their datasets, refer to this [how-to guide](dataset.md).
-
-```python
-import argilla as rg
-
-client = rg.Argilla(api_url="<api_url>", api_key="<api_key>")
-
-workspace_to_delete = client.workspaces("my_workspace")
-
-deleted_workspace = workspace_to_delete.delete()
-```
\ No newline at end of file
diff --git a/argilla/docs/index.md b/argilla/docs/index.md
index 014e368069..d2db8f73b7 100644
--- a/argilla/docs/index.md
+++ b/argilla/docs/index.md
@@ -23,7 +23,7 @@ Argilla is a **collaboration platform for AI engineers and domain experts** that
 
     Get familiar with basic and complex workflows for Argilla. From managing `Users`, `Workspaces`. `Datasets` and `Records` to fine-tuning a model.
 
-    [:octicons-arrow-right-24: Learn more](guides/how_to_guides/index.md)
+    [:octicons-arrow-right-24: Learn more](how_to_guides/index.md)
 
 </div>
 
diff --git a/argilla/docs/reference/argilla/client.md b/argilla/docs/reference/argilla/client.md
index ac446ed53e..194bf61f5f 100644
--- a/argilla/docs/reference/argilla/client.md
+++ b/argilla/docs/reference/argilla/client.md
@@ -3,7 +3,7 @@ hide: footer
 ---
 # `rg.Argilla`
 
-To interact with the Argilla server from python you can use the `Argilla` class. The `Argilla` client is used to create, get, update, and delete all Argilla resources, such as workspaces, users, datasets, and records.
+To interact with the Argilla server from Python you can use the `Argilla` class. The `Argilla` client is used to create, get, update, and delete all Argilla resources, such as workspaces, users, datasets, and records.
 
 ## Usage Examples
 
diff --git a/argilla/docs/reference/argilla/datasets/datasets.md b/argilla/docs/reference/argilla/datasets/datasets.md
index 068f4e31af..d9cf78a024 100644
--- a/argilla/docs/reference/argilla/datasets/datasets.md
+++ b/argilla/docs/reference/argilla/datasets/datasets.md
@@ -26,7 +26,7 @@ dataset = rg.Dataset(
 dataset.create()
 ```
 
-For a detail guide of the dataset creation and publication process, see the [Dataset how to guide](/argilla-python/guides/how_to_guides/dataset).
+For a detail guide of the dataset creation and publication process, see the [Dataset how to guide](/argilla-python/how_to_guides/dataset).
 
 ### Retrieving an existing Dataset
 
diff --git a/argilla/docs/scripts/gen_changelog.py b/argilla/docs/scripts/gen_changelog.py
new file mode 100644
index 0000000000..5582433898
--- /dev/null
+++ b/argilla/docs/scripts/gen_changelog.py
@@ -0,0 +1,46 @@
+# Copyright 2024-present, Argilla, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+import os
+
+import mkdocs_gen_files
+import requests
+
+REPOSITORY = "argilla-io/argilla"
+CHANGELOG_PATH = "argilla/CHANGELOG.md"
+RETRIEVED_BRANCH = "develop"
+
+DATA_PATH = "community/changelog.md"
+
+GITHUB_ACCESS_TOKEN = os.environ["GH_ACCESS_TOKEN"]  # public_repo and read:org scopes are required
+
+
+def fetch_file_from_github(repository, changelog_path, branch, auth_token):
+    headers = {"Authorization": f"Bearer {auth_token}", "Accept": "application/vnd.github.v3+json"}
+
+    owner, repo_name = repository.split("/")
+    changelog_url = f"https://api.github.com/repos/{owner}/{repo_name}/contents/{changelog_path}?ref={branch}"
+
+    print(f"Fetching CHANGELOG.md from {changelog_url}...")
+    response = requests.get(changelog_url, headers=headers)
+
+    content = base64.b64decode(response.json()["content"]).decode("utf-8")
+
+    return content
+
+
+with mkdocs_gen_files.open(DATA_PATH, "w") as f:
+    content = fetch_file_from_github(REPOSITORY, CHANGELOG_PATH, RETRIEVED_BRANCH, GITHUB_ACCESS_TOKEN)
+    f.write(content)
diff --git a/argilla/docs/scripts/gen_popular_issues.py b/argilla/docs/scripts/gen_popular_issues.py
new file mode 100644
index 0000000000..fd085a9d9e
--- /dev/null
+++ b/argilla/docs/scripts/gen_popular_issues.py
@@ -0,0 +1,135 @@
+# Copyright 2024-present, Argilla, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+from datetime import datetime
+
+import mkdocs_gen_files
+import pandas as pd
+import requests
+
+REPOSITORY = "argilla-io/argilla"
+DATA_PATH = "community/popular_issues.md"
+
+GITHUB_ACCESS_TOKEN = os.environ["GH_ACCESS_TOKEN"]  # public_repo and read:org scopes are required
+
+
+def fetch_data_from_github(repository, auth_token):
+    headers = {"Authorization": f"token {auth_token}", "Accept": "application/vnd.github.v3+json"}
+    issues_data = []
+
+    print(f"Fetching issues from {repository}...")
+    with requests.Session() as session:
+        session.headers.update(headers)
+
+        owner, repo_name = repository.split("/")
+        issues_url = f"https://api.github.com/repos/{owner}/{repo_name}/issues?state=all"
+
+        while issues_url:
+            response = session.get(issues_url)
+            issues = response.json()
+
+            for issue in issues:
+                issues_data.append(
+                    {
+                        "Issue": f"{issue['number']} - {issue['title']}",
+                        "State": issue["state"],
+                        "Created at": issue["created_at"],
+                        "Closed at": issue.get("closed_at", None),
+                        "Last update": issue["updated_at"],
+                        "Labels": [label["name"] for label in issue["labels"]],
+                        "Milestone": (issue.get("milestone") or {}).get("title"),
+                        "Reactions": issue["reactions"]["total_count"],
+                        "Comments": issue["comments"],
+                        "URL": issue["html_url"],
+                        "Repository": repo_name,
+                        "Author": issue["user"]["login"],
+                    }
+                )
+
+            issues_url = response.links.get("next", {}).get("url", None)
+
+    return pd.DataFrame(issues_data)
+
+
+def get_org_members(auth_token):
+    headers = {"Authorization": f"token {auth_token}", "Accept": "application/vnd.github.v3+json"}
+    members_list = []
+
+    members_url = "https://api.github.com/orgs/argilla-io/members"
+
+    while members_url:
+        response = requests.get(members_url, headers=headers)
+        members = response.json()
+
+        for member in members:
+            members_list.append(member["login"])
+
+        members_list.extend(["pre-commit-ci[bot]"])
+
+        members_url = response.links.get("next", {}).get("url", None)
+
+    return members_list
+
+
+with mkdocs_gen_files.open(DATA_PATH, "w") as f:
+    df = fetch_data_from_github(REPOSITORY, GITHUB_ACCESS_TOKEN)
+
+    open_issues = df.loc[df["State"] == "open"]
+    engagement_df = (
+        open_issues[["URL", "Issue", "Repository", "Reactions", "Comments"]]
+        .sort_values(by=["Reactions", "Comments"], ascending=False)
+        .head(10)
+        .reset_index()
+    )
+
+    members = get_org_members(GITHUB_ACCESS_TOKEN)
+    community_issues = df.loc[~df["Author"].isin(members)]
+    community_issues_df = (
+        community_issues[["URL", "Issue", "Repository", "Created at", "Author", "State"]]
+        .sort_values(by=["Created at"], ascending=False)
+        .head(10)
+        .reset_index()
+    )
+
+    planned_issues = df.loc[df["Milestone"].notna()]
+    planned_issues_df = (
+        planned_issues[["URL", "Issue", "Repository", "Created at", "Milestone", "State"]]
+        .sort_values(by=["Milestone"], ascending=False)
+        .head(10)
+        .reset_index()
+    )
+
+    f.write('=== "Most engaging open issues"\n\n')
+    f.write("    | Rank | Issue | Reactions | Comments |\n")
+    f.write("    |------|-------|:---------:|:--------:|\n")
+    for ix, row in engagement_df.iterrows():
+        f.write(f"    | {ix+1} | [{row['Issue']}]({row['URL']}) | 👍 {row['Reactions']} | 💬 {row['Comments']} |\n")
+
+    f.write('\n=== "Latest issues open by the community"\n\n')
+    f.write("    | Rank | Issue | Author |\n")
+    f.write("    |------|-------|:------:|\n")
+    for ix, row in community_issues_df.iterrows():
+        state = "🟢" if row["State"] == "open" else "🟣"
+        f.write(f"    | {ix+1} | {state} [{row['Issue']}]({row['URL']}) | by **{row['Author']}** |\n")
+
+    f.write('\n=== "Planned issues for upcoming releases"\n\n')
+    f.write("    | Rank | Issue | Milestone |\n")
+    f.write("    |------|-------|:------:|\n")
+    for ix, row in planned_issues_df.iterrows():
+        state = "🟢" if row["State"] == "open" else "🟣"
+        f.write(f"    | {ix+1} | {state} [{row['Issue']}]({row['URL']}) |  **{row['Milestone']}** |\n")
+
+    today = datetime.today().date()
+    f.write(f"\nLast update: {today}\n")
diff --git a/argilla/mkdocs.yml b/argilla/mkdocs.yml
index 06dbb54499..73ddbdb4e9 100644
--- a/argilla/mkdocs.yml
+++ b/argilla/mkdocs.yml
@@ -101,9 +101,11 @@ markdown_extensions:
 plugins:
   - search
   - open-in-new-tab
-  # - gen-files:
-  #     scripts:
-  #       - docs/scripts/gen_ref_pages.py
+  - gen-files:
+      scripts:
+        - docs/scripts/gen_changelog.py
+        - docs/scripts/gen_popular_issues.py
+        # - docs/scripts/gen_ref_pages.py
   - literate-nav:
       nav_file: SUMMARY.md
   - section-index
@@ -131,18 +133,19 @@ nav:
     - Quickstart: getting_started/quickstart.md
     - Installation: getting_started/installation.md
     - FAQ: getting_started/faq.md
-  - Guides:
-    - How-to guides:
-      - guides/how_to_guides/index.md
-      - Manage users and credentials: guides/how_to_guides/user.md
-      - Manage workspaces: guides/how_to_guides/workspace.md
-      - Manage and create datasets: guides/how_to_guides/dataset.md
-      - Add, update, and delete records: guides/how_to_guides/record.md
-      - Query, filter, and export records: guides/how_to_guides/query_export.md
+  - How-to guides:
+    - how_to_guides/index.md
+    - Manage users and credentials: how_to_guides/user.md
+    - Manage workspaces: how_to_guides/workspace.md
+    - Manage and create datasets: how_to_guides/dataset.md
+    - Add, update, and delete records: how_to_guides/record.md
+    - Query, filter, and export records: how_to_guides/query_export.md
   - API Reference:
     - Python SDK: reference/argilla/
   - Community:
     - community/index.md
     - How to contribute?: community/contributor.md
+    - Issue dashboard: community/popular_issues.md
+    - Changelog: community/changelog.md
   - UI Demo ↗:
     - https://demo.argilla.io/sign-in?auth=ZGVtbzoxMjM0NTY3OA==
\ No newline at end of file
diff --git a/argilla/pdm.lock b/argilla/pdm.lock
index 23b08a3466..a4c1dbae00 100644
--- a/argilla/pdm.lock
+++ b/argilla/pdm.lock
@@ -86,18 +86,18 @@ files = [
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 requires_python = ">=3.8"
 summary = "Reusable constraint types to use with typing.Annotated"
 groups = ["default"]
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
 [[package]]
 name = "anyio"
-version = "4.3.0"
+version = "4.4.0"
 requires_python = ">=3.8"
 summary = "High level compatibility layer for multiple asynchronous event loop implementations"
 groups = ["default", "dev"]
@@ -108,8 +108,8 @@ dependencies = [
     "typing-extensions>=4.1; python_version < \"3.11\"",
 ]
 files = [
-    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
-    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
+    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
 ]
 
 [[package]]
@@ -185,13 +185,13 @@ files = [
 
 [[package]]
 name = "babel"
-version = "2.14.0"
-requires_python = ">=3.7"
+version = "2.15.0"
+requires_python = ">=3.8"
 summary = "Internationalization utilities"
 groups = ["dev"]
 files = [
-    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
-    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
 ]
 
 [[package]]
@@ -221,7 +221,7 @@ files = [
 
 [[package]]
 name = "black"
-version = "24.3.0"
+version = "24.4.2"
 requires_python = ">=3.8"
 summary = "The uncompromising code formatter."
 groups = ["dev"]
@@ -235,16 +235,20 @@ dependencies = [
     "typing-extensions>=4.0.1; python_version < \"3.11\"",
 ]
 files = [
-    {file = "black-24.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7d5e026f8da0322b5662fa7a8e752b3fa2dac1c1cbc213c3d7ff9bdd0ab12395"},
-    {file = "black-24.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995"},
-    {file = "black-24.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7"},
-    {file = "black-24.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:4be5bb28e090456adfc1255e03967fb67ca846a03be7aadf6249096100ee32d0"},
-    {file = "black-24.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c45f8dff244b3c431b36e3224b6be4a127c6aca780853574c00faf99258041eb"},
-    {file = "black-24.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6905238a754ceb7788a73f02b45637d820b2f5478b20fec82ea865e4f5d4d9f7"},
-    {file = "black-24.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d7de8d330763c66663661a1ffd432274a2f92f07feeddd89ffd085b5744f85e7"},
-    {file = "black-24.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:7bb041dca0d784697af4646d3b62ba4a6b028276ae878e53f6b4f74ddd6db99f"},
-    {file = "black-24.3.0-py3-none-any.whl", hash = "sha256:41622020d7120e01d377f74249e677039d20e6344ff5851de8a10f11f513bf93"},
-    {file = "black-24.3.0.tar.gz", hash = "sha256:a0c9c4a0771afc6919578cec71ce82a3e31e054904e7197deacbc9382671c41f"},
+    {file = "black-24.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dd1b5a14e417189db4c7b64a6540f31730713d173f0b63e55fabd52d61d8fdce"},
+    {file = "black-24.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e537d281831ad0e71007dcdcbe50a71470b978c453fa41ce77186bbe0ed6021"},
+    {file = "black-24.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eaea3008c281f1038edb473c1aa8ed8143a5535ff18f978a318f10302b254063"},
+    {file = "black-24.4.2-cp310-cp310-win_amd64.whl", hash = "sha256:7768a0dbf16a39aa5e9a3ded568bb545c8c2727396d063bbaf847df05b08cd96"},
+    {file = "black-24.4.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:257d724c2c9b1660f353b36c802ccece186a30accc7742c176d29c146df6e474"},
+    {file = "black-24.4.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:bdde6f877a18f24844e381d45e9947a49e97933573ac9d4345399be37621e26c"},
+    {file = "black-24.4.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e151054aa00bad1f4e1f04919542885f89f5f7d086b8a59e5000e6c616896ffb"},
+    {file = "black-24.4.2-cp311-cp311-win_amd64.whl", hash = "sha256:7e122b1c4fb252fd85df3ca93578732b4749d9be076593076ef4d07a0233c3e1"},
+    {file = "black-24.4.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:37aae07b029fa0174d39daf02748b379399b909652a806e5708199bd93899da1"},
+    {file = "black-24.4.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:da33a1a5e49c4122ccdfd56cd021ff1ebc4a1ec4e2d01594fef9b6f267a9e741"},
+    {file = "black-24.4.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef703f83fc32e131e9bcc0a5094cfe85599e7109f896fe8bc96cc402f3eb4b6e"},
+    {file = "black-24.4.2-cp39-cp39-win_amd64.whl", hash = "sha256:b9176b9832e84308818a99a561e90aa479e73c523b3f77afd07913380ae2eab7"},
+    {file = "black-24.4.2-py3-none-any.whl", hash = "sha256:d36ed1124bb81b32f8614555b34cc4259c3fbc7eec17870e8ff8ded335b58d8c"},
+    {file = "black-24.4.2.tar.gz", hash = "sha256:c872b53057f000085da66a19c55d68f6f8ddcac2642392ad3a355878406fbd4d"},
 ]
 
 [[package]]
@@ -264,34 +268,34 @@ files = [
 
 [[package]]
 name = "build"
-version = "1.1.1"
-requires_python = ">= 3.7"
+version = "1.2.1"
+requires_python = ">=3.8"
 summary = "A simple, correct Python build frontend"
 groups = ["dev"]
 dependencies = [
     "colorama; os_name == \"nt\"",
     "importlib-metadata>=4.6; python_full_version < \"3.10.2\"",
-    "packaging>=19.0",
+    "packaging>=19.1",
     "pyproject-hooks",
     "tomli>=1.1.0; python_version < \"3.11\"",
 ]
 files = [
-    {file = "build-1.1.1-py3-none-any.whl", hash = "sha256:8ed0851ee76e6e38adce47e4bee3b51c771d86c64cf578d0c2245567ee200e73"},
-    {file = "build-1.1.1.tar.gz", hash = "sha256:8eea65bb45b1aac2e734ba2cc8dad3a6d97d97901a395bd0ed3e7b46953d2a31"},
+    {file = "build-1.2.1-py3-none-any.whl", hash = "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"},
+    {file = "build-1.2.1.tar.gz", hash = "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d"},
 ]
 
 [[package]]
 name = "cairocffi"
-version = "1.6.1"
-requires_python = ">=3.7"
+version = "1.7.0"
+requires_python = ">=3.8"
 summary = "cffi-based cairo bindings for Python"
 groups = ["dev"]
 dependencies = [
     "cffi>=1.1.0",
 ]
 files = [
-    {file = "cairocffi-1.6.1-py3-none-any.whl", hash = "sha256:aa78ee52b9069d7475eeac457389b6275aa92111895d78fbaa2202a52dac112e"},
-    {file = "cairocffi-1.6.1.tar.gz", hash = "sha256:78e6bbe47357640c453d0be929fa49cd05cce2e1286f3d2a1ca9cbda7efdb8b7"},
+    {file = "cairocffi-1.7.0-py3-none-any.whl", hash = "sha256:1f29a8d41dbda4090c0aa33bcdea64f3b493e95f74a43ea107c4a8a7b7f632ef"},
+    {file = "cairocffi-1.7.0.tar.gz", hash = "sha256:7761863603894305f3160eca68452f373433ca8745ab7dd445bd2c6ce50dcab7"},
 ]
 
 [[package]]
@@ -314,13 +318,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
 groups = ["default", "dev"]
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
@@ -344,6 +348,28 @@ files = [
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+    {file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
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     {file = "cffi-1.16.0.tar.gz", hash = "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0"},
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 ]
 
@@ -426,7 +482,7 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "2.19.1"
+version = "2.19.2"
 requires_python = ">=3.8.0"
 summary = "HuggingFace community-driven open-source library of datasets"
 groups = ["dev"]
@@ -443,13 +499,13 @@ dependencies = [
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     "pyarrow>=12.0.0",
     "pyyaml>=5.1",
-    "requests>=2.19.0",
+    "requests>=2.32.1",
     "tqdm>=4.62.1",
     "xxhash",
 ]
 files = [
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 [[package]]
@@ -511,14 +567,14 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.1"
 requires_python = ">=3.7"
 summary = "Backport of PEP 654 (exception groups)"
 groups = ["default", "dev"]
 marker = "python_version < \"3.11\""
 files = [
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 [[package]]
@@ -544,13 +600,13 @@ files = [
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.15.1"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -681,7 +737,7 @@ files = [
 
 [[package]]
 name = "gitpython"
-version = "3.1.42"
+version = "3.1.43"
 requires_python = ">=3.7"
 summary = "GitPython is a Python library used to interact with Git repositories"
 groups = ["dev"]
@@ -689,13 +745,13 @@ dependencies = [
     "gitdb<5,>=4.0.1",
 ]
 files = [
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 ]
 
 [[package]]
 name = "griffe"
-version = "0.42.1"
+version = "0.45.3"
 requires_python = ">=3.8"
 summary = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 groups = ["dev"]
@@ -703,8 +759,8 @@ dependencies = [
     "colorama>=0.4",
 ]
 files = [
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 ]
 
 [[package]]
@@ -720,7 +776,7 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.4"
+version = "1.0.5"
 requires_python = ">=3.8"
 summary = "A minimal low-level HTTP client."
 groups = ["default", "dev"]
@@ -729,8 +785,8 @@ dependencies = [
     "h11<0.15,>=0.13",
 ]
 files = [
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 ]
 
 [[package]]
@@ -753,7 +809,7 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.2"
+version = "0.23.3"
 requires_python = ">=3.8.0"
 summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 groups = ["dev"]
@@ -767,35 +823,35 @@ dependencies = [
     "typing-extensions>=3.7.4.3",
 ]
 files = [
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 ]
 
 [[package]]
 name = "identify"
-version = "2.5.35"
+version = "2.5.36"
 requires_python = ">=3.8"
 summary = "File identification library for Python"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 requires_python = ">=3.5"
 summary = "Internationalized Domain Names in Applications (IDNA)"
 groups = ["default", "dev"]
 files = [
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-    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
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 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.2"
+version = "7.1.0"
 requires_python = ">=3.8"
 summary = "Read metadata from Python packages"
 groups = ["dev"]
@@ -803,13 +859,13 @@ dependencies = [
     "zipp>=0.5",
 ]
 files = [
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 ]
 
 [[package]]
 name = "importlib-resources"
-version = "6.3.2"
+version = "6.4.0"
 requires_python = ">=3.8"
 summary = "Read resources from Python packages"
 groups = ["dev"]
@@ -817,8 +873,8 @@ dependencies = [
     "zipp>=3.1.0; python_version < \"3.10\"",
 ]
 files = [
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+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [[package]]
@@ -872,7 +928,7 @@ files = [
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 requires_python = ">=3.7"
 summary = "A very fast and expressive template engine."
 groups = ["dev"]
@@ -880,13 +936,13 @@ dependencies = [
     "MarkupSafe>=2.0",
 ]
 files = [
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-    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.22.0"
 requires_python = ">=3.8"
 summary = "An implementation of JSON Schema validation for Python"
 groups = ["dev"]
@@ -897,8 +953,8 @@ dependencies = [
     "rpds-py>=0.7.1",
 ]
 files = [
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-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
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 ]
 
 [[package]]
@@ -917,7 +973,7 @@ files = [
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.1"
+version = "8.6.2"
 requires_python = ">=3.8"
 summary = "Jupyter protocol implementation and client libraries"
 groups = ["dev"]
@@ -930,8 +986,8 @@ dependencies = [
     "traitlets>=5.3",
 ]
 files = [
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-    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
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 ]
 
 [[package]]
@@ -963,7 +1019,7 @@ files = [
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 requires_python = ">=3.8"
 summary = "Python implementation of John Gruber's Markdown."
 groups = ["dev"]
@@ -971,8 +1027,8 @@ dependencies = [
     "importlib-metadata>=4.4; python_version < \"3.10\"",
 ]
 files = [
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 [[package]]
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 ]
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.6"
-requires_python = ">=3.5"
+version = "0.1.7"
+requires_python = ">=3.8"
 summary = "Inline Matplotlib backend for Jupyter"
 groups = ["dev"]
 dependencies = [
     "traitlets",
 ]
 files = [
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 ]
 
 [[package]]
@@ -1058,7 +1134,7 @@ files = [
 
 [[package]]
 name = "mike"
-version = "2.0.0"
+version = "2.1.1"
 summary = "Manage multiple versions of your MkDocs-powered documentation"
 groups = ["dev"]
 dependencies = [
@@ -1067,12 +1143,13 @@ dependencies = [
     "jinja2>=2.7",
     "mkdocs>=1.0",
     "pyparsing>=3.0",
+    "pyyaml-env-tag",
     "pyyaml>=5.1",
     "verspec",
 ]
 files = [
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 ]
 
 [[package]]
@@ -1176,7 +1253,7 @@ files = [
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.21"
+version = "9.5.26"
 requires_python = ">=3.8"
 summary = "Documentation that simply works"
 groups = ["dev"]
@@ -1194,8 +1271,8 @@ dependencies = [
     "requests~=2.26",
 ]
 files = [
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 ]
 
 [[package]]
@@ -1225,21 +1302,21 @@ files = [
 
 [[package]]
 name = "mkdocs-section-index"
-version = "0.3.8"
-requires_python = ">=3.7"
+version = "0.3.9"
+requires_python = ">=3.8"
 summary = "MkDocs plugin to allow clickable sections that lead to an index page"
 groups = ["dev"]
 dependencies = [
     "mkdocs>=1.2",
 ]
 files = [
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 ]
 
 [[package]]
 name = "mkdocstrings"
-version = "0.24.1"
+version = "0.25.1"
 requires_python = ">=3.8"
 summary = "Automatic documentation from sources, for MkDocs."
 groups = ["dev"]
@@ -1256,40 +1333,39 @@ dependencies = [
     "typing-extensions>=4.1; python_version < \"3.10\"",
 ]
 files = [
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 ]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.9.0"
+version = "1.10.3"
 requires_python = ">=3.8"
 summary = "A Python handler for mkdocstrings."
 groups = ["dev"]
 dependencies = [
-    "griffe>=0.37",
-    "markdown<3.6,>=3.3",
-    "mkdocstrings>=0.20",
+    "griffe>=0.44",
+    "mkdocstrings>=0.25",
 ]
 files = [
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 ]
 
 [[package]]
 name = "mkdocstrings"
-version = "0.24.1"
+version = "0.25.1"
 extras = ["python"]
 requires_python = ">=3.8"
 summary = "Automatic documentation from sources, for MkDocs."
 groups = ["dev"]
 dependencies = [
     "mkdocstrings-python>=0.5.2",
-    "mkdocstrings==0.24.1",
+    "mkdocstrings==0.25.1",
 ]
 files = [
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 ]
 
 [[package]]
@@ -1426,7 +1502,7 @@ files = [
 
 [[package]]
 name = "nbconvert"
-version = "7.16.2"
+version = "7.16.4"
 requires_python = ">=3.8"
 summary = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 groups = ["dev"]
@@ -1449,39 +1525,36 @@ dependencies = [
     "traitlets>=5.1",
 ]
 files = [
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 ]
 
 [[package]]
 name = "nbformat"
-version = "5.10.3"
+version = "5.10.4"
 requires_python = ">=3.8"
 summary = "The Jupyter Notebook format"
 groups = ["dev"]
 dependencies = [
-    "fastjsonschema",
+    "fastjsonschema>=2.15",
     "jsonschema>=2.6",
-    "jupyter-core",
+    "jupyter-core!=5.0.*,>=4.12",
     "traitlets>=5.1",
 ]
 files = [
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 [[package]]
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-version = "1.8.0"
-requires_python = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+version = "1.9.1"
+requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Node.js virtual environment builder"
 groups = ["dev"]
-dependencies = [
-    "setuptools",
-]
 files = [
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 ]
 
 [[package]]
@@ -1523,13 +1596,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "24.0"
-requires_python = ">=3.7"
+version = "24.1"
+requires_python = ">=3.8"
 summary = "Core utilities for Python packages"
 groups = ["default", "dev"]
 files = [
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 ]
 
 [[package]]
@@ -1592,13 +1665,13 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 requires_python = ">=3.6"
 summary = "A Python Parser"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -1628,63 +1701,86 @@ files = [
 
 [[package]]
 name = "pillow"
-version = "10.2.0"
+version = "10.3.0"
 requires_python = ">=3.8"
 summary = "Python Imaging Library (Fork)"
 groups = ["dev"]
 files = [
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 summary = "A framework for managing and maintaining multi-language pre-commit hooks."
 groups = ["dev"]
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+version = "3.0.47"
 requires_python = ">=3.7.0"
 summary = "Library for building powerful interactive command lines in Python"
 groups = ["dev"]
@@ -1710,8 +1806,8 @@ dependencies = [
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 ]
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-requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 summary = "C parser in Python"
 groups = ["dev"]
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+version = "2.7.4"
 requires_python = ">=3.8"
 summary = "Data validation using Python type hints"
 groups = ["default"]
 dependencies = [
     "annotated-types>=0.4.0",
-    "pydantic-core==2.16.3",
+    "pydantic-core==2.18.4",
     "typing-extensions>=4.6.1",
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+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e7921319fe4430b11278d924ef66d4daa469fafb1da679a2e48c935fa27af193"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:f0de0f284248ab40188f23380b03b59126d1479cd59940f2a34f8852db710625"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bca36be5707e81b9e6ce3208d92d95540d4ca244c006b61511753583c81c70dd"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:dddba7ca1c807045323b6af4ff80f5ddc4d654c8bce8317dde1bd96b128ed253"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
+    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
+    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
+    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
 ]
 
 [[package]]
@@ -2705,11 +2903,11 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.2"
 requires_python = ">=3.8"
 summary = "Backport of pathlib-compatible object wrapper for zip files"
 groups = ["dev"]
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
diff --git a/argilla/src/argilla/_api/_records.py b/argilla/src/argilla/_api/_records.py
index 33226c22d7..92b42a1617 100644
--- a/argilla/src/argilla/_api/_records.py
+++ b/argilla/src/argilla/_api/_records.py
@@ -154,6 +154,14 @@ def update_many(self, dataset_id: UUID, records: List[RecordModel]) -> None:
         response.raise_for_status()
         self._log_message(message=f"Updated {len(records)} records in dataset {dataset_id}")
 
+    @api_error_handler
+    def delete_many(self, dataset_id: UUID, records: List[RecordModel]) -> None:
+        record_ids = [str(record.id) for record in records]
+        record_ids_str = ",".join(record_ids)
+        response = self.http_client.delete(url=f"/api/v1/datasets/{dataset_id}/records", params={"ids": record_ids_str})
+        response.raise_for_status()
+        self._log_message(message=f"Deleted {len(records)} records in dataset {dataset_id}")
+
     @api_error_handler
     def bulk_create(
         self, dataset_id: UUID, records: List[RecordModel]
diff --git a/argilla/src/argilla/_helpers/_log.py b/argilla/src/argilla/_helpers/_log.py
index 166da0f429..87f3886a8a 100644
--- a/argilla/src/argilla/_helpers/_log.py
+++ b/argilla/src/argilla/_helpers/_log.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+from rich import print
 
 import logging
 
@@ -36,10 +37,26 @@ def log_message(message: str, level: str = "info") -> None:
     logger.log(level=level_int, msg=message)
 
 
+def log_interactive(message: str) -> None:
+    """Log a message to the console in an interactive environment.
+    Args:
+        message (str): The message to log.
+    """
+    print(message)
+
+
 class LoggingMixin:
     """A utility mixin for logging from a `Resource` class."""
 
     def _log_message(self, message: str, level: str = "info") -> None:
         class_name = self.__class__.__name__
         message = f"{class_name}: {message}"
-        log_message(level=level, message=message)
+        if self._is_interactive() and level != "info":
+            log_interactive(message=message)
+        else:
+            log_message(level=level, message=message)
+
+    def _is_interactive(self) -> bool:
+        import __main__ as main
+
+        return not hasattr(main, "__file__")
diff --git a/argilla/src/argilla/_helpers/_resource_repr.py b/argilla/src/argilla/_helpers/_resource_repr.py
index f1f3e89baf..c23178362c 100644
--- a/argilla/src/argilla/_helpers/_resource_repr.py
+++ b/argilla/src/argilla/_helpers/_resource_repr.py
@@ -14,9 +14,6 @@
 
 from typing import Any, Dict
 
-from IPython.display import HTML
-
-
 RESOURCE_REPR_CONFIG = {
     "Dataset": {
         "columns": ["name", "id", "workspace_id", "updated_at"],
@@ -53,7 +50,7 @@ def _resource_to_table_name(self, resource) -> str:
         resource_name = resource.__class__.__name__
         return RESOURCE_REPR_CONFIG[resource_name]["table_name"]
 
-    def _represent_as_html(self, resources) -> HTML:
+    def _represent_as_html(self, resources) -> str:
         table_name = self._resource_to_table_name(resources[0])
         table_rows = [self._resource_to_table_row(resource) for resource in resources]
 
@@ -69,4 +66,4 @@ def _represent_as_html(self, resources) -> HTML:
             html_table += "</tr>"
 
         html_table += "</table>"
-        return HTML(html_table)._repr_html_()
+        return html_table
diff --git a/argilla/src/argilla/client.py b/argilla/src/argilla/client.py
index 76ed98c009..0ad8e567e9 100644
--- a/argilla/src/argilla/client.py
+++ b/argilla/src/argilla/client.py
@@ -28,7 +28,6 @@
     from argilla import Dataset
     from argilla import User
 
-    from IPython.display import HTML
 
 __all__ = ["Argilla"]
 
@@ -170,7 +169,7 @@ def list(self, workspace: Optional["Workspace"] = None) -> List["User"]:
     # Private methods
     ############################
 
-    def _repr_html_(self) -> "HTML":
+    def _repr_html_(self) -> str:
         return self._represent_as_html(resources=self.list())
 
     def _from_model(self, model: UserModel) -> "User":
@@ -249,7 +248,7 @@ def default(self) -> "Workspace":
     # Private methods
     ############################
 
-    def _repr_html_(self) -> "HTML":
+    def _repr_html_(self) -> str:
         return self._represent_as_html(resources=self.list())
 
     def _from_model(self, model: WorkspaceModel) -> "Workspace":
@@ -324,7 +323,7 @@ def list(self) -> List["Dataset"]:
     # Private methods
     ############################
 
-    def _repr_html_(self) -> "HTML":
+    def _repr_html_(self) -> str:
         return self._represent_as_html(resources=self.list())
 
     def _from_model(self, model: DatasetModel) -> "Dataset":
diff --git a/argilla/src/argilla/datasets/_resource.py b/argilla/src/argilla/datasets/_resource.py
index 2595fbc710..e09cd3baea 100644
--- a/argilla/src/argilla/datasets/_resource.py
+++ b/argilla/src/argilla/datasets/_resource.py
@@ -73,15 +73,14 @@ def __init__(
             self._log_message(f"Settings dataset name to unique UUID: {name}")
 
         self.workspace_id = (
-            _model.workspace_id
-            if _model and _model.workspace_id
-            else self.__workspace_id_from_name(workspace=workspace)
+            _model.workspace_id if _model and _model.workspace_id else self._workspace_id_from_name(workspace=workspace)
         )
         self._model = _model or DatasetModel(
             name=name,
             workspace_id=UUIDUtilities.convert_optional_uuid(uuid=self.workspace_id),
         )
-        self._settings = self.__configure_settings_for_dataset(settings=settings)
+        self._settings = settings or Settings(_dataset=self)
+        self._settings.dataset = self
         self.__records = DatasetRecords(client=self._client, dataset=self)
 
     #####################
@@ -102,13 +101,14 @@ def records(self) -> "DatasetRecords":
 
     @property
     def settings(self) -> Settings:
-        if self.__is_published() and self._settings.is_outdated:
+        if self._is_published() and self._settings.is_outdated:
             self._settings.get()
         return self._settings
 
     @settings.setter
     def settings(self, value: Settings) -> None:
-        self._settings = self.__configure_settings_for_dataset(settings=value)
+        value.dataset = self
+        self._settings = value
 
     @property
     def fields(self) -> list:
@@ -161,7 +161,7 @@ def create(self) -> "Dataset":
             return self._publish()
         except Exception as e:
             self._log_message(message=f"Error creating dataset: {e}", level="error")
-            self.__rollback_dataset_creation()
+            self._rollback_dataset_creation()
             raise SettingsError from e
 
     def update(self) -> "Dataset":
@@ -187,22 +187,7 @@ def _publish(self) -> "Dataset":
 
         return self.get()  # type: ignore
 
-    def __configure_settings_for_dataset(
-        self,
-        settings: Optional[Settings] = None,
-    ) -> Settings:
-        if settings is None:
-            settings = Settings(_dataset=self)
-            warnings.warn(
-                message="Settings not provided. Using empty settings for the dataset. \
-                    Define the settings before creating the dataset.",
-                stacklevel=2,
-            )
-        else:
-            settings.dataset = self
-        return settings
-
-    def __workspace_id_from_name(self, workspace: Optional[Union["Workspace", str]]) -> UUID:
+    def _workspace_id_from_name(self, workspace: Optional[Union["Workspace", str]]) -> UUID:
         if workspace is None:
             available_workspaces = self._client.workspaces
             ws = available_workspaces[0]  # type: ignore
@@ -221,9 +206,9 @@ def __workspace_id_from_name(self, workspace: Optional[Union["Workspace", str]])
             ws = workspace
         return ws.id
 
-    def __rollback_dataset_creation(self):
-        if self.exists() and not self.__is_published():
+    def _rollback_dataset_creation(self):
+        if self.exists() and not self._is_published():
             self.delete()
 
-    def __is_published(self) -> bool:
+    def _is_published(self) -> bool:
         return self.exists() and self._model.status == "ready"
diff --git a/argilla/src/argilla/records/_dataset_records.py b/argilla/src/argilla/records/_dataset_records.py
index 270171fd9d..70ddf81029 100644
--- a/argilla/src/argilla/records/_dataset_records.py
+++ b/argilla/src/argilla/records/_dataset_records.py
@@ -17,6 +17,8 @@
 from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Sequence, Union
 from uuid import UUID
 
+from tqdm import tqdm
+
 from argilla._api import RecordsAPI
 from argilla._helpers import LoggingMixin
 from argilla._models import RecordModel, MetadataValue
@@ -224,7 +226,9 @@ def log(
 
         created_or_updated = []
         records_updated = 0
-        for batch in range(0, len(records), batch_size):
+        for batch in tqdm(
+            iterable=range(0, len(records), batch_size), desc="Adding and updating records", unit="batch"
+        ):
             self._log_message(message=f"Sending records from {batch} to {batch + batch_size}.")
             batch_records = record_models[batch : batch + batch_size]
             models, updated = self._api.bulk_upsert(dataset_id=self.__dataset.id, records=batch_records)
@@ -239,6 +243,34 @@ def log(
 
         return created_or_updated
 
+    def delete(
+        self,
+        records: List[Record],
+    ) -> List[Record]:
+        """Delete records in a dataset on the server using the provided records
+            and matching based on the id.
+
+        Parameters:
+            records: A list of `Record` objects representing the records to be deleted.
+
+        Returns:
+            A list of Record objects representing the deleted records.
+
+        """
+        mapping = None
+        user_id = self.__client.me.id
+
+        record_models = self._ingest_records(records=records, mapping=mapping, user_id=user_id)
+
+        self._api.delete_many(dataset_id=self.__dataset.id, records=record_models)
+
+        self._log_message(
+            message=f"Deleted {len(record_models)} records from dataset {self.__dataset.name}",
+            level="info",
+        )
+
+        return record_models
+
     def to_dict(self, flatten: bool = False, orient: str = "names") -> Dict[str, Any]:
         """
         Return the records as a dictionary. This is a convenient shortcut for dataset.records(...).to_dict().
diff --git a/argilla/src/argilla/records/_resource.py b/argilla/src/argilla/records/_resource.py
index c6b761f645..4c20c463b6 100644
--- a/argilla/src/argilla/records/_resource.py
+++ b/argilla/src/argilla/records/_resource.py
@@ -297,6 +297,18 @@ def __init__(self, responses: List[Response], record: Record) -> None:
             response.record = self.record
             self.__responses_by_question_name[response.question_name].append(response)
 
+    def __iter__(self):
+        return iter(self.__responses)
+
+    def __getitem__(self, index: int):
+        return self.__responses[index]
+
+    def __getattr__(self, name) -> List[Response]:
+        return self.__responses_by_question_name[name]
+
+    def __repr__(self) -> str:
+        return {k: [{"value": v["value"]} for v in values] for k, values in self.to_dict().items()}.__repr__()
+
     def api_models(self) -> List[UserResponseModel]:
         """Returns a list of ResponseModel objects."""
 
@@ -305,19 +317,10 @@ def api_models(self) -> List[UserResponseModel]:
             responses_by_user_id[response.user_id].append(response)
 
         return [
-            UserResponse(user_id=user_id, answers=responses, _record=self.record).api_model()
-            for user_id, responses in responses_by_user_id.items()
+            UserResponse(answers=responses, _record=self.record).api_model()
+            for responses in responses_by_user_id.values()
         ]
 
-    def __iter__(self):
-        return iter(self.__responses)
-
-    def __getitem__(self, index: int):
-        return self.__responses[index]
-
-    def __getattr__(self, name) -> List[Response]:
-        return self.__responses_by_question_name[name]
-
     def to_dict(self) -> Dict[str, List[Dict]]:
         """Converts the responses to a dictionary.
         Returns:
@@ -328,9 +331,6 @@ def to_dict(self) -> Dict[str, List[Dict]]:
             response_dict[response.question_name].append({"value": response.value, "user_id": response.user_id})
         return response_dict
 
-    def __repr__(self) -> str:
-        return {k: [{"value": v["value"]} for v in values] for k, values in self.to_dict().items()}.__repr__()
-
 
 class RecordSuggestions(Iterable[Suggestion]):
     """This is a container class for the suggestions of a Record.
diff --git a/argilla/src/argilla/responses.py b/argilla/src/argilla/responses.py
index 72ecab60d8..ebe494923b 100644
--- a/argilla/src/argilla/responses.py
+++ b/argilla/src/argilla/responses.py
@@ -11,23 +11,32 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-
-from typing import Any, TYPE_CHECKING, List, Dict, Optional, Iterable
+import warnings
+from enum import Enum
+from typing import Any, TYPE_CHECKING, List, Dict, Optional, Iterable, Union
 from uuid import UUID
 
-from argilla._models import UserResponseModel, ResponseStatus
+from argilla._models import UserResponseModel, ResponseStatus as ResponseStatusModel
 from argilla._resource import Resource
 from argilla.settings import RankingQuestion
 
 if TYPE_CHECKING:
     from argilla import Argilla, Dataset, Record
 
-__all__ = ["Response", "UserResponse"]
+__all__ = ["Response", "UserResponse", "ResponseStatus"]
+
+
+class ResponseStatus(str, Enum):
+    """Enum for the status of a response"""
+
+    draft = "draft"
+    submitted = "submitted"
+    discarded = "discarded"
 
 
 class Response:
     """Class for interacting with Argilla Responses of records. Responses are answers to questions by a user.
-    Therefore, a recod question can have multiple responses, one for each user that has answered the question.
+    Therefore, a record question can have multiple responses, one for each user that has answered the question.
     A `Response` is typically created by a user in the UI or consumed from a data source as a label,
     unlike a `Suggestion` which is typically created by a model prediction.
 
@@ -38,6 +47,7 @@ def __init__(
         question_name: str,
         value: Any,
         user_id: UUID,
+        status: Optional[Union[ResponseStatus, str]] = None,
         _record: Optional["Record"] = None,
     ) -> None:
         """Initializes a `Response` for a `Record` with a user_id and value"""
@@ -49,10 +59,14 @@ def __init__(
         if user_id is None:
             raise ValueError("user_id is required")
 
+        if isinstance(status, str):
+            status = ResponseStatus(status)
+
         self.record = _record
         self.question_name = question_name
         self.value = value
         self.user_id = user_id
+        self.status = status
 
     def serialize(self) -> dict[str, Any]:
         """Serializes the Response to a dictionary. This is principally used for sending the response to the API, \
@@ -72,6 +86,7 @@ def serialize(self) -> dict[str, Any]:
             "question_name": self.question_name,
             "value": self.value,
             "user_id": self.user_id,
+            "status": self.status,
         }
 
     #####################
@@ -89,19 +104,17 @@ class UserResponse(Resource):
     collected from the server or when creating new records.
 
     Attributes:
-        status (ResponseStatus): The status of the UserResponse (draft, submitted, etc.)
-        user_id (UUID): The user_id of the UserResponse (the user who answered the questions)
         answers (List[Response]): A list of responses to questions for the user
 
     """
 
+    answers: List[Response]
+
     _model: UserResponseModel
 
     def __init__(
         self,
-        user_id: UUID,
         answers: List[Response],
-        status: ResponseStatus = "draft",
         client: Optional["Argilla"] = None,
         _record: Optional["Record"] = None,
     ) -> None:
@@ -112,8 +125,8 @@ def __init__(
         self._record = _record
         self._model = UserResponseModel(
             values=self.__responses_as_model_values(answers),
-            status=status,
-            user_id=user_id,
+            status=self._compute_status_from_answers(answers),
+            user_id=self._compute_user_id_from_answers(answers),
         )
 
     def __iter__(self) -> Iterable[Response]:
@@ -148,13 +161,13 @@ def answers(self) -> List[Response]:
     def from_model(cls, model: UserResponseModel, dataset: "Dataset") -> "UserResponse":
         """Creates a UserResponse from a ResponseModel"""
         answers = cls.__model_as_response_list(model)
-
         for answer in answers:
             question = dataset.settings.question_by_name(answer.question_name)
+            # We need to adapt the ranking question value to the expected format
             if isinstance(question, RankingQuestion):
                 answer.value = cls.__ranking_from_model_value(answer.value)  # type: ignore
 
-        return cls(user_id=model.user_id, answers=answers, status=model.status)
+        return cls(answers=answers)
 
     def api_model(self):
         """Returns the model that is used to interact with the API"""
@@ -171,16 +184,32 @@ def to_dict(self) -> Dict[str, Any]:
         """Returns the UserResponse as a dictionary"""
         return self._model.model_dump()
 
+    def _compute_status_from_answers(self, answers: List[Response]) -> ResponseStatus:
+        """Computes the status of the UserResponse from the responses"""
+        statuses = set([answer.status for answer in answers if answer.status is not None])
+        if len(statuses) > 1:
+            warnings.warn(f"Multiple status found in user answers. Using {ResponseStatus.draft.value!r} as default.")
+        elif len(statuses) == 1:
+            return ResponseStatusModel(next(iter(statuses)))
+        return ResponseStatusModel.draft
+
+    def _compute_user_id_from_answers(self, answers: List[Response]) -> UUID:
+        user_ids = set([answer.user_id for answer in answers])
+        if len(user_ids) > 1:
+            raise ValueError("Multiple user_ids found in user answers.")
+        return next(iter(user_ids))
+
     @staticmethod
     def __responses_as_model_values(answers: List[Response]) -> Dict[str, Dict[str, Any]]:
         """Creates a dictionary of response values from a list of Responses"""
         return {answer.question_name: {"value": answer.value} for answer in answers}
 
-    @staticmethod
-    def __model_as_response_list(model: UserResponseModel) -> List[Response]:
-        """Creates a list of Responses from a UserResponseModel"""
+    @classmethod
+    def __model_as_response_list(cls, model: UserResponseModel) -> List[Response]:
+        """Creates a list of Responses from a UserResponseModel without changing the format of the values"""
+
         return [
-            Response(question_name=question_name, value=value["value"], user_id=model.user_id)
+            Response(question_name=question_name, value=value["value"], user_id=model.user_id, status=model.status)
             for question_name, value in model.values.items()
         ]
 
diff --git a/argilla/src/argilla/users/_resource.py b/argilla/src/argilla/users/_resource.py
index 2466f3c24f..6ebe6b074a 100644
--- a/argilla/src/argilla/users/_resource.py
+++ b/argilla/src/argilla/users/_resource.py
@@ -25,7 +25,7 @@
 class User(Resource):
     """Class for interacting with Argilla users in the Argilla server. User profiles \
         are used to manage access to the Argilla server and track responses to records.
-        
+
     Attributes:
         username (str): The username of the user.
         first_name (str): The first name of the user.
@@ -56,7 +56,7 @@ def __init__(
             first_name (str): The first name of the user
             last_name (str): The last name of the user
             role (str): The role of the user, either 'annotator', admin, or 'owner'
-            password (str): The password of the user. If not provided, a random password will be generated
+            password (str): The password of the user
             client (Argilla): The client used to interact with Argilla
 
         Returns:
@@ -69,7 +69,7 @@ def __init__(
         if _model is None:
             _model = UserModel(
                 username=username,
-                password=password or self._generate_random_password(),
+                password=password,
                 first_name=first_name or username,
                 last_name=last_name,
                 role=role or Role.annotator,
@@ -176,15 +176,3 @@ def role(self) -> Role:
     @role.setter
     def role(self, value: Role) -> None:
         self._model.role = value
-
-    ############################
-    # Private methods
-    ############################
-
-    @staticmethod
-    def _generate_random_password(n: int = 12) -> str:
-        """Generates a random password for the user"""
-        import random
-        import string
-
-        return "".join(random.choices(string.ascii_letters + string.digits, k=n))
diff --git a/argilla/tests/integration/test_add_records.py b/argilla/tests/integration/test_add_records.py
index 375596df23..d6c64b8c85 100644
--- a/argilla/tests/integration/test_add_records.py
+++ b/argilla/tests/integration/test_add_records.py
@@ -584,8 +584,8 @@ def test_add_records_objects_with_responses(client: Argilla):
             rg.TextField(name="text"),
         ],
         questions=[
-            rg.TextQuestion(name="comment", use_markdown=False),
             rg.LabelQuestion(name="label", labels=["positive", "negative"]),
+            rg.TextQuestion(name="comment", use_markdown=False, required=False),
         ],
     )
     dataset = rg.Dataset(
@@ -605,12 +605,17 @@ def test_add_records_objects_with_responses(client: Argilla):
     records = [
         rg.Record(
             fields={"text": "Hello World, how are you?"},
-            responses=[rg.Response("label", "negative", user_id=user.id)],
+            responses=[rg.Response("label", "negative", user_id=user.id, status="submitted")],
+            id=str(uuid.uuid4()),
+        ),
+        rg.Record(
+            fields={"text": "Hello World, how are you?"},
+            responses=[rg.Response("label", "positive", user_id=user.id, status="discarded")],
             id=str(uuid.uuid4()),
         ),
         rg.Record(
             fields={"text": "Hello World, how are you?"},
-            responses=[rg.Response("label", "positive", user_id=user.id)],
+            responses=[rg.Response("comment", "The comment", user_id=user.id, status="draft")],
             id=str(uuid.uuid4()),
         ),
         rg.Record(
@@ -627,9 +632,16 @@ def test_add_records_objects_with_responses(client: Argilla):
     assert dataset.name == mock_dataset_name
     assert dataset_records[0].id == records[0].id
     assert dataset_records[0].responses.label[0].value == "negative"
+    assert dataset_records[0].responses.label[0].status == "submitted"
 
     assert dataset_records[1].id == records[1].id
     assert dataset_records[1].responses.label[0].value == "positive"
+    assert dataset_records[1].responses.label[0].status == "discarded"
 
     assert dataset_records[2].id == records[2].id
     assert dataset_records[2].responses.comment[0].value == "The comment"
+    assert dataset_records[2].responses.comment[0].status == "draft"
+
+    assert dataset_records[3].id == records[3].id
+    assert dataset_records[3].responses.comment[0].value == "The comment"
+    assert dataset_records[3].responses.comment[0].status == "draft"
diff --git a/argilla/tests/integration/test_delete_records.py b/argilla/tests/integration/test_delete_records.py
new file mode 100644
index 0000000000..768c67e53c
--- /dev/null
+++ b/argilla/tests/integration/test_delete_records.py
@@ -0,0 +1,102 @@
+# Copyright 2024-present, Argilla, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import uuid
+import pytest
+
+import argilla as rg
+
+
+@pytest.fixture
+def dataset(client: rg.Argilla) -> rg.Dataset:
+    workspace = client.workspaces[0]
+    mock_dataset_name = f"test_delete_records_{uuid.uuid1()}"
+    settings = rg.Settings(
+        allow_extra_metadata=True,
+        fields=[
+            rg.TextField(name="text"),
+        ],
+        questions=[
+            rg.TextQuestion(name="label", use_markdown=False),
+        ],
+    )
+    dataset = rg.Dataset(
+        name=mock_dataset_name,
+        workspace=workspace.name,
+        settings=settings,
+        client=client,
+    )
+    dataset.create()
+    return dataset
+
+
+def test_delete_records(client: rg.Argilla, dataset: rg.Dataset):
+    mock_data = [
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+    ]
+
+    dataset.records.log(records=mock_data)
+    records_to_delete = list(dataset.records)[:2]
+    dataset.records.delete(records_to_delete)
+    dataset_records = list(dataset.records)
+
+    assert len(dataset_records) == 1
+    assert dataset_records[0].id == str(mock_data[2]["id"])
+
+    for record in dataset_records:
+        assert record.id not in [record.id for record in records_to_delete]
+
+
+def test_delete_single_record(client: rg.Argilla, dataset: rg.Dataset):
+    mock_data = [
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+        {
+            "text": "Hello World, how are you?",
+            "label": "negative",
+            "id": uuid.uuid4(),
+        },
+    ]
+
+    dataset.records.log(records=mock_data)
+    records_to_delete = [list(dataset.records)[1]]
+    dataset.records.delete(records_to_delete)
+    dataset_records = list(dataset.records)
+
+    assert len(dataset_records) == 2
+    assert dataset_records[0].id == str(mock_data[0]["id"])
+    assert dataset_records[1].id == str(mock_data[2]["id"])
+    assert mock_data[1]["id"] not in [record.id for record in dataset_records]
diff --git a/argilla/tests/integration/test_manage_users.py b/argilla/tests/integration/test_manage_users.py
index bbb8d6d8b5..312a949d1f 100644
--- a/argilla/tests/integration/test_manage_users.py
+++ b/argilla/tests/integration/test_manage_users.py
@@ -15,6 +15,7 @@
 import pytest
 
 from argilla import User, Argilla
+from argilla._exceptions import UnprocessableEntityError
 
 
 @pytest.fixture(scope="session", autouse=True)
@@ -35,8 +36,26 @@ def test_create_user(self, client: Argilla):
         assert user.id is not None
         assert client.users(username=user.username).id == user.id
 
+    def test_create_user_without_password(self, client: Argilla):
+        user = User(username="test_user")
+        with pytest.raises(expected_exception=UnprocessableEntityError):
+            client.users.add(user)
+
     def test_delete_user(self, client: Argilla):
         user = User(username="test_delete_user", password="test_password")
         client.users.add(user)
         user.delete()
         assert not user.exists()
+
+    def test_add_user_to_workspace(self, client: Argilla):
+        user = User(username="test_user", password="test_password")
+        client.users.add(user)
+
+        workspace = client.workspaces(name="test_workspace")
+        workspace.create()
+
+        user = client.users(username="test_user")
+        assert user.password is None
+
+        user.add_to_workspace(workspace)
+        assert user in workspace.users
diff --git a/argilla/tests/unit/conftest.py b/argilla/tests/unit/conftest.py
index e27f091979..0dd05ae768 100644
--- a/argilla/tests/unit/conftest.py
+++ b/argilla/tests/unit/conftest.py
@@ -16,6 +16,6 @@
 # @pytest.fixture(scope="function", autouse=True)
 # def mock_httpx_client(mocker) -> Generator[httpx.Client, None, None]:
 #     mock_client = mocker.Mock(httpx.Client)
-#     argilla_sdk.DEFAULT_HTTP_CLIENT = mock_client
+#     argilla.DEFAULT_HTTP_CLIENT = mock_client
 
 #     return mock_client
diff --git a/argilla/tests/unit/test_resources/test_responses.py b/argilla/tests/unit/test_resources/test_responses.py
new file mode 100644
index 0000000000..947774acdb
--- /dev/null
+++ b/argilla/tests/unit/test_resources/test_responses.py
@@ -0,0 +1,87 @@
+# Copyright 2024-present, Argilla, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import uuid
+
+import pytest
+
+from argilla import UserResponse, Response
+
+
+class TestResponses:
+    def test_create_user_response(self):
+        user_id = uuid.uuid4()
+        response = UserResponse(
+            answers=[
+                Response(question_name="question", value="answer", user_id=user_id),
+                Response(question_name="other-question", value="answer", user_id=user_id),
+            ],
+        )
+
+        assert response.to_dict() == {
+            "values": {
+                "question": {"value": "answer"},
+                "other-question": {"value": "answer"},
+            },
+            "status": "draft",
+            "user_id": str(user_id),
+        }
+
+    def test_create_submitted_user_responses(self):
+        user_id = uuid.uuid4()
+        response = UserResponse(
+            answers=[
+                Response(question_name="question", value="answer", user_id=user_id, status="submitted"),
+                Response(question_name="other-question", value="answer", user_id=user_id, status="submitted"),
+            ],
+        )
+
+        assert response.to_dict() == {
+            "values": {
+                "question": {"value": "answer"},
+                "other-question": {"value": "answer"},
+            },
+            "status": "submitted",
+            "user_id": str(user_id),
+        }
+
+    def test_create_user_response_with_multiple_status(self):
+        user_id = uuid.uuid4()
+        response = UserResponse(
+            answers=[
+                Response(question_name="question", value="answer", user_id=user_id, status="draft"),
+                Response(question_name="other-question", value="answer", user_id=user_id, status="submitted"),
+            ],
+        )
+
+        assert response.to_dict() == {
+            "values": {
+                "question": {"value": "answer"},
+                "other-question": {"value": "answer"},
+            },
+            "status": "draft",
+            "user_id": str(user_id),
+        }
+
+    def test_create_user_response_with_multiple_user_id(self):
+        user_id = uuid.uuid4()
+        other_user_id = uuid.uuid4()
+
+        with pytest.raises(ValueError, match="Multiple user_ids found in user answers"):
+            UserResponse(
+                answers=[
+                    Response(question_name="question", value="answer", user_id=user_id),
+                    Response(question_name="other-question", value="answer", user_id=other_user_id),
+                ],
+            )
diff --git a/argilla/tests/unit/test_resources/test_users.py b/argilla/tests/unit/test_resources/test_users.py
index fc41d6dee2..7dda199756 100644
--- a/argilla/tests/unit/test_resources/test_users.py
+++ b/argilla/tests/unit/test_resources/test_users.py
@@ -41,6 +41,7 @@ def test_serialize(self):
         )
 
         assert user.serialize()["username"] == "test-user"
+        assert user.serialize()["password"] is None
 
     def test_json_serialize(self):
         mock_uuid = uuid.uuid4()
@@ -283,6 +284,7 @@ def test_create_user(self, httpx_mock: HTTPXMock):
             "first_name": "Test",
             "last_name": "User",
             "role": "admin",
+            "password": "test-password",
             "inserted_at": datetime.utcnow().isoformat(),
             "updated_at": datetime.utcnow().isoformat(),
         }
@@ -295,4 +297,4 @@ def test_create_user(self, httpx_mock: HTTPXMock):
             user = client.api.users.create(user_create)
             assert user.id == user_id
             assert user.username == "test-user"
-            assert user.password is None
+            assert user.password == "test-password"