developer tools / field notes
Reproducible paths built around public source, bounded inputs, observed output, and explicit limits.
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piiscope / field note
A reproducible workflow for finding personal data, measuring re-identification risk, applying an explicit transformation, and proving the result with a second scan.
read the reproducible pathrelease-intel-mcp / field note
A repository-first release workflow that correlates commits, merged pull requests, linked issues, labels, and contributors before any narrative is written.
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A local workflow that combines native coverage artifacts with source-to-test mapping and function complexity without uploading the codebase.
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