peopleanalyst

Platform · Adopted

Claim Integrity — machine-recomputable receipts for every asserted label

The portfolio's answer to the most common defect we ship: a label asserting something the evidence elsewhere no longer supports, with nothing re-checking the link. Four classes (edition labels, provenance labels, status flags, assertions of absence) each with a required remedy, plus CI gates that are proven by being watched to fail.

Cluster
Platform
Type
method
Status
Adopted
Used by
people-analytics-toolbox, canonicai, bicycle-guide, peopleanalyst-site, devplane, vela

Maturity evidence

Functioning
4 gates live 2026-07-21, each proven by running against broken input first: freshness exits 1 on a new untracked artifact; jfm-certification exited 1 before the stamp existed; migrations-applied found 2 DRIFTED of 178; pairing-controls ships a failing fixture.
Valuable
Found 9 real instances in one day across 6 unrelated systems, including a sold artifact certified under a superseded rule, a market model mislabelled 28.3 when the data was 26.0, and a production route ranking on hashed trigrams while claiming a live embedder.
Understood
docs/STANDARDS/CLAIM-INTEGRITY.md — four classes, remedy per class, the gate-must-be-watched-to-fail rule, the pipe/exit-code trap, and the internal-vs-customer-facing disclosure boundary (Mike, 2026-07-21).
Integrated
check:jfm-certification wired into check:standards; freshness + migrations gates runnable in CI; shrink-only baselines mean new drift fails while backlog is paid down.

How to use it

Not surfaced with a callable endpoint yet — still building. Tell us you want Claim Integrity — machine-recomputable receipts for every asserted labeland we’ll prioritize it.

Request Claim Integrity — machine-recomputable receipts for every asserted label

Other Platform capabilities

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Capability detail sourced from the People Analytics Toolbox capability feed (source of truth), snapshot retrieved 2026-07-23.