# Independent reproduction protocol PAM-SAFE-20260831

**Published:** 2026-08-31  
**Status:** Open protocol; no qualifying independent report received as of 2026-08-31

1. Use lawfully obtained workforce data and disclose identity, affiliation, compensation, conflicts, jurisdiction, and rights.
2. Remove identifiers; test whether combinations can identify people.
3. Predefine headcount, voluntary attrition denominator, contractor share, periods, grain, exclusions, threshold, and complement rule.
4. Publish code and safe aggregates; suppress small and complementary cells.
5. Report failed checks, contradictory findings, privacy incidents, and limitations.

A qualifying report must be authored outside InfiniSynapse, use independent data, expose reproducible safe calculations, and document privacy safeguards. Running the first-party script alone does not qualify.

Send a public report URL or documented contradiction to [zhuhl@infinisynapse.com](mailto:zhuhl@infinisynapse.com).