From 719e79a4d9ada787fa1899742d1b52cd89ed1dee Mon Sep 17 00:00:00 2001
From: Ben <62250174+benfrank241@users.noreply.github.com>
Date: Tue, 3 Mar 2026 14:47:44 -0500
Subject: [PATCH] =?UTF-8?q?doc:=20fix=20LiteLLM=20blog=20=E2=80=94=20OPINI?=
 =?UTF-8?q?ON=20=E2=86=92=20OBSERVATION,=20update=20title=20(#482)?=
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* doc: fix OPINION → OBSERVATION and update blog title

* doc: update title to final version
---
 hindsight-docs/blog/2026-03-03-litellm.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

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.