Cohort-D PR-D6 — validator extension and runbook for system-rendered tables
Cross-package privacy sanitize: inject hooks instead of importing privacy upward from a lower-level package
Keep privacy sweep enqueue selective after comment cleanup
Add reusable privacy write instrumentation without retaining raw text
Implement default-discard privacy ingest with synchronous LLM scan fallback
Cleanup-script table registry pattern: parallel-subagent worktree-isolation lesson
Privacy instrumentation pattern for per-table backfill (sanitize+event+sweep+review-status)
Validation rule false-flags zero-findings redactions when guarded privacy_events insert is skipped
compromise NLP misclassifies tech compounds and code fragments as person names
Knowledge reports bypass privacy pipeline — PII and secrets stored unredacted