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AI Council and CLAUDE.md: when a rules file stops being enough

CLAUDE.md, AGENTS.md and Cursor rules are a good way to start. Problems show up when a whole team joins the project, the legacy code grows, and agents work in several branches at once.

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When CLAUDE.md is enough

The project is small and the rules fit on a couple of screens
One or two people work on the code
Tasks run one after another, with no parallel agent branches

In that case you probably don't need AI Council.

What breaks as the project grows

The file falls behind the codeA module moved, but the rule still points to the old path. Nobody notices until the agent does it the old way.
Everyone has their own fileRules drift between developers and between repositories.
Everything lands in contextThe agent reads the whole file even when the task needs one line. As the file grows, so does your token bill.
Nothing is checkedThe file advises but doesn't verify. You only find out a rule was broken during review.
One version for all branchesA decision made in one task is visible in another right away, before it has been merged.

Point by point

What matters	CLAUDE.md and similar files	AI Council
Link to code	Text in a file	Knowledge is tied to modules and functions and re-analyzed after changes
Team	Each person keeps their own file	One knowledge base per team; the system finds similar entries and suggests merging them
Branches	One version for all branches	Knowledge is split by branch and moves to the target branch after merge
What the agent gets	The whole file	Only what's relevant to the task, within a token budget
Checks	None	Diff checks for mandatory rule violations, plus merge request (MR) review
Visibility	None	Violations, rework and knowledge usage by week

Can you keep CLAUDE.md?

Yes. AI Council doesn't ask you to delete your rule files. Teams usually move the important conventions into the knowledge base as MUST and SHOULD rules and keep a short project description in the file.

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Connect your project, move your main rules over, and get the first review on real code.

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