diff --git a/docs/source/posts/2024/2024-08-21-final-report-robin.rst b/docs/source/posts/2024/2024-08-21-final-report-robin.rst
index 0b2d1f0cb..1f2a82fca 100644
--- a/docs/source/posts/2024/2024-08-21-final-report-robin.rst
+++ b/docs/source/posts/2024/2024-08-21-final-report-robin.rst
@@ -176,11 +176,11 @@ Objectives Completed
 
     We used an image model called ``moondream2`` to validate the output generated by the model. Since FURY is a graphics library, we need to judge the image to see whether it is correct or not.
 
-    Fine-tuning was done on Google AI Studio. We Fine-Tuned using question/answer pairs from Discord and GitHub discussions. We later tried mixing RAG + Fine-Tuning. A detailed blog on Fine-Tuning is available `here <https://fury.gl/latest/posts/2024/2024-07-27-week8-robin.html>`__.
+    Fine-tuning was done on Google AI Studio. We Fine-Tuned using question/answer pairs from Discord and GitHub discussions. We later tried mixing RAG + Fine-Tuning. A detailed blog on Fine-Tuning is available `here <https://fury.gl/latest/posts/2024/2024-07-27-week-8-robin.html>`__.
 
     A detailed blog on benchmarking is available `here <https://fury.gl/latest/posts/2024/2024-07-01-week-5-robin.html>`__.
 
-    A detailed blog on chunking is available `here <https://fury.gl/latest/posts/2024/2024-06-16-week2-robin.html>`__.
+    A detailed blog on chunking is available `here <https://fury.gl/latest/posts/2024/2024-06-16-week-2-robin.html>`__.
 
 
 - **Discord Bot integration**
@@ -275,10 +275,10 @@ Timeline
      - `Blog 1 <https://fury.gl/latest/posts/2024/2024-06-06-week-1-robin.html>`__
    * - Week 2
      - The first iteration!
-     - `Blog 2 <https://fury.gl/latest/posts/2024/2024-06-16-week2-robin.html>`__
+     - `Blog 2 <https://fury.gl/latest/posts/2024/2024-06-16-week-2-robin.html>`__
    * - Week 3
      - Data Data Data!
-     - `Blog 3 <https://fury.gl/latest/posts/2024/2024-06-16-week3-robin.html>`__
+     - `Blog 3 <https://fury.gl/latest/posts/2024/2024-06-16-week-3-robin.html>`__
    * - Week 4
      - Pipeline Improvements and Taking The Bot Public!
      - `Blog 4 <https://fury.gl/latest/posts/2024/2024-07-01-week-4-robin.html>`__
@@ -287,22 +287,22 @@ Timeline
      - `Blog 5 <https://fury.gl/latest/posts/2024/2024-07-01-week-5-robin.html>`__
    * - Week 6
      - UI Improvements and RAG performance evaluation
-     - `Blog 6 <https://fury.gl/latest/posts/2024/2024-07-27-week6-robin.html>`__
+     - `Blog 6 <https://fury.gl/latest/posts/2024/2024-07-27-week-6-robin.html>`__
    * - Week 7
      - Surviving final examinations
-     - `Blog 7 <https://fury.gl/latest/posts/2024/2024-07-27-week7-robin.html>`__
+     - `Blog 7 <https://fury.gl/latest/posts/2024/2024-07-27-week-7-robin.html>`__
    * - Week 8
      - Gemini Finetuning
-     - `Blog 8 <https://fury.gl/latest/posts/2024/2024-07-27-week8-robin.html>`__
+     - `Blog 8 <https://fury.gl/latest/posts/2024/2024-07-27-week-8-robin.html>`__
    * - Week 9
      - Hosting FineTuned Models
-     - `Blog 9 <https://fury.gl/stable/posts/2024/2024-08-15_week9.html>`__
+     - `Blog 9 <https://fury.gl/latest/posts/2024/2024-08-15-week-9-robin.html>`__
    * - Week 10
      - Learning GraphQL
-     - `Blog 10 <https://fury.gl/stable/posts/2024/2024-08-16_week10.html>`__
+     - `Blog 10 <https://fury.gl/latest/posts/2024/2024-08-16-week-10-robin.html>`__
    * - Week 11
      - Getting the App Live
-     - `Blog 11 <https://fury.gl/stable/posts/2024/2024-08-17_week_11.html>`__
+     - `Blog 11 <https://fury.gl/latest/posts/2024/2024-08-17-week-11-robin.html>`__
    * - Week 12
      - Wrapping things up
-     - `Blog 12 <https://fury.gl/stable/posts/2024/2024-08-20_week_12.html>`__
+     - `Blog 12 <https://fury.gl/latest/posts/2024/2024-08-20-week-12-robin.html>`__