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ai-tooling.

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Running Routes and Lost Code: Why LLM Transparency Matters

ChatGPT created perfect running routes using OSM data, but the actual code vanished. Why LLM systems need better transparency and code preservation.

Treating AI Instructions as Infrastructure, Not Documentation

How encoding team standards as versioned AI instructions solves the consistency problem that plagues AI-assisted development workflows.
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