From e7e1de7ad5ee056962710d8d5f62df7306d98b3a Mon Sep 17 00:00:00 2001 From: Florian BRUNIAUX Date: Mon, 19 Jan 2026 11:03:33 +0100 Subject: [PATCH] docs: add Pattern Amplification callout to mental model section Explains that Claude mirrors codebase patterns - good structure yields good suggestions, messy code perpetuates mess. Bridges "What Claude Doesn't Know" to "Communicating Effectively" with actionable guidance. Co-Authored-By: Claude Opus 4.5 --- guide/ultimate-guide.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/guide/ultimate-guide.md b/guide/ultimate-guide.md index f2068b8..99ed670 100644 --- a/guide/ultimate-guide.md +++ b/guide/ultimate-guide.md @@ -2235,6 +2235,8 @@ Understanding how Claude Code "thinks" makes you more effective. 3. **Your Intent**: Claude needs clear instructions 4. **Hidden Files**: Claude respects .gitignore by default +> **⚠️ Pattern Amplification**: Claude mirrors the patterns it finds. In well-structured codebases, it produces consistent, idiomatic code. In messy codebases without clear abstractions, it perpetuates the mess. If your code lacks good patterns, provide them explicitly in CLAUDE.md or use semantic anchors (Section 2.7). + ### Communicating Effectively **Good prompt**: