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Letting Non-Technical PMs Query the Codebase in Plain Language
Why I built a read-only AI analyst that lets project managers ask questions about a codebase and have a Jira ticket filed for them automatically — and why the whole thing only works because the AI can read but never write.
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Adding AI Code Review to a Self-Hosted GitLab — Without Handing It the Keys
How I wired Claude into the merge-request pipeline of an old, self-hosted GitLab, and why the whole design hangs on never letting the AI both read an untrusted diff and hold a token at the same time.
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