THE PRJLAB BLOG

Code has a home. Context does too.

Practical notes on AI-assisted coding: what to keep beside your code, how to write project memory an assistant can use, and how to share the whole picture with the people you work with.

Tagged #code-review. Clear

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AI Coding

AI Assistant Scope Creep: Sorting a Wide Diff Into Three Piles

AI assistant scope creep turns a one-line fix into an eleven-file diff. Learn the sort to separate real work from noise before you commit.

23 October 2026 · 8 min read

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Product

Diff CLAUDE.md Pushes to Catch Rules Nobody Reviewed

Learn to diff CLAUDE.md pushes so softened rules and stale memory facts surface before they silently reshape every future session.

19 October 2026 · 7 min read

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Collaboration

How to Review a Teammate's AI Session Before It Becomes Default

A practical method to review teammate AI session work: extract decisions, flag unverified claims, and catch silent rejections before merge.

18 October 2026 · 6 min read

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Collaboration

AI-Assisted PR Description: Capture the Why Before It's Gone

Write an AI-assisted PR description that survives review by capturing reasoning early, naming rejected options, and linking the session.

4 October 2026 · 6 min read