Engineering Trust: How Dev Tooling Must Encode Confidence in AI-Generated Code
A concrete blueprint for engineering developer trust in AI tools with identity, cryptographic provenance, deterministic builds, revocation, and humane UX.
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Developer Tooling
3 essays filed under Developer Tooling.
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Treat Your Repo Like an Agent Interface: Engineering Code for Coding-AI
Treat repos, APIs, and CI as agent interfaces. Concrete patterns to cut hallucinations, debug AI-generated code, and reduce AI coding costs.
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Beyond Detection: Practical Git Provenance for AI-Edited Code
Detection alone won’t govern AI-edited code. Here’s a practical, layered Git provenance model—attestations, CI, and policy—that teams can ship now.
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