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Benchmarks, deployment notes, and hard-won patterns

Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.

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Repository indexing that keeps context fresh

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Repository indexing that keeps context fresh

Production repository indexing must track code changes in real-time to prevent AI agents from referencing deleted functions, outdated APIs, and stale dependency graphs.

2026-02-1812 min read
Tool call retries with deterministic guards

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Tool call retries with deterministic guards

Tool call retries waste tokens on errors that won't resolve through repetition; deterministic guards validate inputs before execution to prevent futile retry cycles.

2026-01-1110 min read
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