diff --git a/ai_client.py b/ai_client.py
index 916959a..f0c47d1 100644
--- a/ai_client.py
+++ b/ai_client.py
@@ -10,7 +10,7 @@ stale [FILES UPDATED] entries and dropping the oldest message pairs.
 For Gemini: injects the initial context directly into system_instruction 
 during chat creation to avoid massive history bloat.
 """
-# ai_client.py
+# ai_client.py
 import tomllib
 import json
 import datetime
diff --git a/manual_slop.toml b/manual_slop.toml
index 0d1d29d..73ab024 100644
--- a/manual_slop.toml
+++ b/manual_slop.toml
@@ -147,7 +147,7 @@ history = [
 
 [discussion.discussions."docs writeup"]
 git_commit = ""
-last_updated = "2026-02-22T09:17:49"
+last_updated = "2026-02-22T09:23:17"
 history = [
     "@2026-02-22T08:56:39\nUser:\nLets write extensive documentation in the same style that I used for my VEFontCache-Oodin project.\nI added it's directories to your context.",
     "@2026-02-22T08:56:58\nAI:\n(No text returned)",
diff --git a/mcp_client.py b/mcp_client.py
index 66b4b03..299d780 100644
--- a/mcp_client.py
+++ b/mcp_client.py
@@ -12,7 +12,7 @@ All access is restricted to paths that are either:
 This is heavily inspired by Claude's own tooling limits. We enforce safety here 
 so the AI doesn't wander outside the project workspace.
 """
-# mcp_client.py
+# mcp_client.py
 
 #MCP-style file context tools for manual_slop.