diff --git a/.github/actions/spelling/allow/terms.txt b/.github/actions/spelling/allow/terms.txt
index 514a061..152a252 100644
--- a/.github/actions/spelling/allow/terms.txt
+++ b/.github/actions/spelling/allow/terms.txt
@@ -1,5 +1,6 @@
 AARCH
 AIML
+Backpropagation
 BGZF
 CINT
 CMSSW
diff --git a/_data/standing_meetings.yml b/_data/standing_meetings.yml
index 184fea3..ea4d22e 100644
--- a/_data/standing_meetings.yml
+++ b/_data/standing_meetings.yml
@@ -3,6 +3,10 @@
   time_cest: "17:00"
   connect: "[Link to zoom](https://princeton.zoom.us/j/97915651167?pwd=MXJ1T2lhc3Z5QWlYbUFnMTZYQlNRdz09)"
   agenda:
+    - title: "Enhancing LLM Training Efficiency with Clad for Backpropagation"
+      date: 2025-06-05 15:00:00 +0200
+      speaker: "Rohan Timmaraju"
+      link: "[Slides](/assets/presentations/CaaS_Weekly_05_06_2025_Rohan_Timmaraju_LLM_Training.pdf)"
     - title: "Improve automatic differentiation of object-oriented paradigms using Clad"
       date: 2025-06-05 16:00:00 +0200
       speaker: "Petro Zarytskyi"
diff --git a/_posts/2025-05-21-enhancing-llm-training.md b/_posts/2025-05-21-enhancing-llm-training.md
index fd5452e..2f7b1b5 100644
--- a/_posts/2025-05-21-enhancing-llm-training.md
+++ b/_posts/2025-05-21-enhancing-llm-training.md
@@ -43,7 +43,7 @@ By successfully integrating Clad into a C++ LLM training pipeline, we aim to:
 * **Offer a C++ Alternative:** Provide a foundation for more efficient, compiler-driven LLM training within the C++ ecosystems.
 * **Learn and Share:** Gain insights into the practicalities of applying compiler-based AD to complex ML problems and share these learnings with the community.
 
-I believe this project has the potential to make a valuable contribution to both the compiler research field and the ongoing efforts to make powerful AI models more accessible and efficient to train.
+This project has the potential to make a valuable contribution to both the compiler research field and the ongoing efforts to make powerful AI models more accessible and efficient to train.
 
 ### Related Links
 
diff --git a/assets/presentations/CaaS_Weekly_05_06_2025_Rohan_Timmaraju_LLM_Training.pdf b/assets/presentations/CaaS_Weekly_05_06_2025_Rohan_Timmaraju_LLM_Training.pdf
new file mode 100644
index 0000000..cbc6b47
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