diff --git a/docs/blog/2023-06-02-lfx-mentorship-query-observability.md b/docs/blog/2023-06-02-lfx-mentorship-query-observability.md
index d1133ac615..7683abac3e 100644
--- a/docs/blog/2023-06-02-lfx-mentorship-query-observability.md
+++ b/docs/blog/2023-06-02-lfx-mentorship-query-observability.md
@@ -34,15 +34,15 @@ Thanos needs to specify which engine to utilize to execute the promql queries. A
Here is the sketch of how the engine switch should look (made by Giedrius):
-![Giedrius's Sketch](img/giedrius-sketch.png)
+
I looked into Thanos and made changes in Thanos components from the API to the UI to implement this engine switch. I tried to make the UI as close as possible to the sketch.
-![Engine Switch 1](img/engine-1.png)
+
After initial review, I move this switch to each panel. As this helps to run the same query over the different engines and compare the results.
-![Engine Switch 2](img/engine-2.png)
+
**Pull Requests**
- Add engine param to Thanos engine constructor ([thanos-io/promql-engine#228](https://github.com/thanos-io/promql-engine/pull/228))
@@ -56,11 +56,11 @@ I started with generating query explanations through the Thanos promql-engine an
Thanos UI got updated with time, resulting in the development of the explanation tree that can be seen through the screenshots provided.
-![Tree 1](img/tree-1.png)
+
-![Tree 2](img/tree-2.png)
+
-![Tree 3](img/tree-3.png)
+
**Pull Requests**
- Add method to explain query vector ([thanos-io/promql-engine#252](https://github.com/thanos-io/promql-engine/pull/252))