peopleanalyst

Platform · Shipped · new here

Per-person match-confirmation loop (PANTONE-5)

One-tap per-person confirmation of proposed matches: campaign generation mints an adaptive-ledger decision per item, brandscript'd Resend emails carry single-purpose expiring tokens, and every confirm/correct writes back through recordMatchReview (outcome signals + trackers + calibration). The label moat — 'every instance strengthens our knowledge advantage'.

Cluster
Platform
Type
loop
Status
Shipped
Used by
people-analytics-toolbox

Maturity evidence

Functioning
Prod walk 2026-07-03: generate → view → confirm + correct → replay refused → stats {2 total, 1 confirmed, 1 corrected}.
Valuable
Labeled match outcomes = the compounding data advantage Mike declared central; feeds learned weights + PANTONE-8.
Understood
Email copy recorded in the brandscript doc FIRST; CHANGELOG 1.28.0 documents the PAT-11 token-gate exception.
Integrated
Same learning join as the match engine; stats respect min-N; no flywheel writes by design.

How to use it

REST
POST /confirmations/generate · GET/POST /confirmations/respond · GET /confirmations/stats (jfa 1.28.0)
MCP
job-family-agent.confirmations.stats

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.