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Notes on AI documentation from the team building it.

Playbooks for engineering leaders, deep dives into code intelligence, and lessons from running the Onzira Labs platform in production.

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pull-requests

PR Reviews Are Broken. Here's How AI Can Fix Them.

Most pull-request reviews are a waste of senior engineers' time. AI can take the drudgery off their plate without replacing the judgment that actually matters.

5 Sep 2026 · 7 min read
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rag

How to Use RAG to Answer Questions About Your Codebase

Most AI assistants hallucinate when asked about your private repo. RAG fixes that by grounding answers in your actual files — and it is simpler to set up than you think.

5 Sep 2026 · 7 min read
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Documentation that writes and updates itself.