From PII inventory to a clean rescan with one local CLI
A reproducible workflow for finding personal data, measuring re-identification risk, applying an explicit transformation, and proving the result with a second scan.
Notes
Practical workflows for privacy scanning, release review, and test prioritization. Each note connects the commands to their inputs, outputs, and limitations.
Build release notes from evidence between two Git refs
A repository-first release workflow that correlates commits, merged pull requests, linked issues, labels, and contributors before any narrative is written.
Turn coverage gaps into a prioritized test plan
A local workflow that combines native coverage artifacts with source-to-test mapping and function complexity without uploading the codebase.