diff --git a/README.md b/README.md
index b45f707..7b71d4f 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,7 @@
 pytorch-world
 =============
 
-The pytorch ecosystem in nix.
-
-Pytorch-1.x support is still being solidified. The current features are supported:
+The pytorch ecosystem in nix. The current features are supported:
 
 | **Python-3.6.9 support**            | pytorch-v1.1.0     | pytorch-v1.2.0     |
 | ----------------------------------- | ------------------ | ------------------ |
@@ -24,18 +22,32 @@ The ":grey_exclamation:" means that namedtensors and binaries weren't attempted
 
 The "*" implies that FBGEMM is not included in any of the "Full" builds in pytorch-v1.1.0, but is included for all of pytorch-v1.2.0
 
+Releases
+============================
+
+This repository will tag releases according to the working version of pytorch.
+There will also a post-fixed snapshot number when new packages are working.
+All releases will only be tested for python-3.6 unless otherwise noted.
 
-Cachix (status: complicated)
+
+Using this in your projects
 ============================
 
-Binaries are to appear at pytorch-world.cachix.org.
+Suggested use is to pull in `pytorch-world` as a git submodule under some `nix/` folder and refer to `probtorch/release.nix` for an example of how to depend on this library.
+Do not reference `release.nix` files as they don't generate site-packages and only output final python binaries.
 
-Currently, you will find pytorch36, pytorch36-mkl, and pytorch36-cu pushed to cachix. You can get them from this project root with the following:
+Cachix
+=============
+
+Binaries can be found at pytorch-world.cachix.org.
+
+Currently, you will find binaries for the `./release.nix` file which includes pytorch-1.2 related builds (read: no libtorch support).
+This covers all CPU builds, which are darwin-accessible, as well as cuda-enabled pytorch built with `cudatoolkit_10_0`.
+All of this was built from a NixOS machine with python-3.6 (pin, located under `./pin/`), feel free to file issues to increase support.
+You can retrieve any of these with the following:
 
 ```
 cachix use pytorch-world
-nix-build ./pytorch/release.nix -A pytorch36 -A pytorch36-mkl -A pytorch36-cu
+nix-build ./release.nix -A pytorch -A pytorch36-mkl -A pytorch36-cu
 ```
 
-
-
diff --git a/probtorch/default.nix b/probtorch/default.nix
index c015576..a7c0381 100644
--- a/probtorch/default.nix
+++ b/probtorch/default.nix
@@ -7,7 +7,7 @@ buildPythonPackage rec {
   src = fetchFromGitHub {
     owner = "probtorch";
     repo = "probtorch";
-    rev = "4b7e1404354c05401fc4132c9cbe0a7e1ac52eb5";
+    rev = "develop";
     sha256= "1dgrvi0pjnxinaw7r5q9d3gyd40qn3dknm15yygbl105ybaym9i6";
   };
 
diff --git a/probtorch/release.nix b/probtorch/release.nix
index 9eab0e2..d3bdb04 100644
--- a/probtorch/release.nix
+++ b/probtorch/release.nix
@@ -1,25 +1,48 @@
-{ pkgs ? import ../pin/nixpkgs.nix {} }:
+{ pkgs ? import ../pin/nixpkgs.nix {}, python ? pkgs.python36 }:
 
 let
+  my_cudatoolkit = pkgs.cudatoolkit_10_0;
+  my_cudnn = pkgs.cudnn_cudatoolkit_10_0;
+  my_nccl = pkgs.nccl_cudatoolkit_10;
+  mklSupport = true;
+
+  my_magma = pkgs.callPackage ../deps/magma_250.nix {
+    inherit mklSupport;
+    cudatoolkit = my_cudatoolkit;
+  };
+
   mypackageOverrides = gpu: self: super:
     let
-      pytorch36-cpu = (self.callPackage ../pytorch/release.nix {}).pytorch36-vanilla;
-      pytorch36-cu = (self.callPackage ../pytorch/release.nix {}).pytorch36-cu;
-      pytorch = if gpu then pytorch36-cu else pytorch36-cpu;
-      probtorch = self.callPackage ./. { inherit (pkgs.python36Packages) buildPythonPackage; inherit pytorch; };
+      pytorchFull = self.callPackage ../pytorch {
+        inherit mklSupport;
+        openMPISupport = true; openmpi = pkgs.callPackage ../deps/openmpi.nix { };
+        buildNamedTensor = true;
+        buildBinaries = true;
+      };
+
+      pytorchWithCuda10Full = self.callPackage ../pytorch {
+        inherit mklSupport;
+        openMPISupport = true; openmpi = pkgs.callPackage ../deps/openmpi.nix { cudaSupport = true; cudatoolkit = my_cudatoolkit; };
+        cudaSupport = true; cudatoolkit = my_cudatoolkit; cudnn = my_cudnn; nccl = my_nccl; magma = my_magma;
+        buildNamedTensor = true;
+        buildBinaries = true;
+      };
+
+      pytorch = if gpu then pytorchWithCuda10Full else pytorchFull;
+      probtorch = self.callPackage ./. { inherit pytorch; };
     in
       { inherit probtorch pytorch; };
 
-  generic36 = { gpu }:
+  generic = { gpu }:
     let
-      mypython = pkgs.python36.override {
+      mypython = python.override {
         packageOverrides = mypackageOverrides gpu;
         self = mypython;
       };
     in mypython.withPackages (ps: [ ps.pytorch ps.probtorch ]);
 in
 {
-  probtorch36-cpu = generic36 { gpu = false; };
-  probtorch36-cu = generic36 { gpu = true; };
+  probtorch = generic { gpu = false; };
+  probtorchWithCuda = generic { gpu = true; };
 }
 
diff --git a/release.nix b/release.nix
index 0b289ca..d170943 100644
--- a/release.nix
+++ b/release.nix
@@ -1,18 +1,18 @@
-{ pkgs ? import ./pin/nixpkgs.nix {} }:
+{ pkgs ? import ./pin/nixpkgs.nix {}, python ? pkgs.python36 }:
 
 let
-  pytorch-releases = pkgs.callPackage ./pytorch/release.nix { };
-  probtorch-releases = pkgs.callPackage ./probtorch/release.nix { };
-  libtorch-releases = pkgs.callPackage ./libtorch/release.nix { };
+  pytorch-releases   = pkgs.callPackage ./pytorch/release.nix { inherit python; };
+  probtorch-releases = pkgs.callPackage ./probtorch/release.nix { inherit python; };
 in
 {
-  inherit (libtorch-releases) libtorch_cpu libtorch_cudatoolkit_10_0;
+  inherit (pytorch-releases)
+    # cpu builds
+    pytorch pytorch-mkl pytorch-openmpi pytorch-mkl-openmpi pytorchFull
+    # cuda dependencies
+    magma_250 magma_250mkl
+    # cuda builds
+    pytorch-cu pytorch-cu-mkl pytorch-cu-mkl-openmpi pytorchWithCuda10Full
+    ;
 
-  inherit (pytorch-releases) magma_250 pytorch36 pytorch36-mkl-openmpi pytorch36-cu-mkl
-  pytorch36-openmpi = generic {
-pytorch36-mkl-openmpi
-  pytorch36-cu-mkl-openmpi-implicit = generic {
-  pytorch36-cu-mkl-openmpi-implicit-extras = generic {
-
-  inherit (probtorch-releases) probtorch36-cpu probtorch36-cu;
+  inherit (probtorch-releases) probtorch probtorchWithCuda;
 }