diff --git a/hindsight-docs/blog/2026-03-03-litellm.md b/hindsight-docs/blog/2026-03-03-litellm.md
index c663a4e2..7220ec17 100644
--- a/hindsight-docs/blog/2026-03-03-litellm.md
+++ b/hindsight-docs/blog/2026-03-03-litellm.md
@@ -1,5 +1,5 @@
 ---
-title: "Your LLM Forgets Every Conversation. Here's How to Fix That for 100+ Providers at Once."
+title: "I Gave 100+ LLMs a Permanent Memory With One Python Package"
 authors: [hindsight]
 date: 2026-03-03
 tags: [litellm, python, memory, openai, anthropic, tutorial]
@@ -117,7 +117,7 @@ The LLM sees something like:
 # Relevant Memories
 1. [WORLD] User is building a FastAPI application
 2. [WORLD] User prefers pytest for testing
-3. [OPINION] User likes type hints
+3. [OBSERVATION] User likes type hints
 ```
 
 Best for precise, factual context where the LLM needs individual data points.