peopleanalyst

Platform · Shipped · new here

Adaptive Decision Ledger — every adaptive loop learns whether it patterned right

The decision/prediction half of every adaptive surface: log what a policy predicted (features, policyVersion, candidates), joined to the outcome signal on decisionId, so calibration scores predicted-vs-realized per policy. Adopted by JobFrame matching, reincarnation selection, and the Insight Player exec feed.

Cluster
Platform
Type
service
Status
Shipped
Used by
people-analytics-toolbox, performix, vela, devplane

Maturity evidence

Functioning
Live in prod 2026-06-30 (migrations 0162/0163; adaptive_ledger.decision + signal_event.decision_id verified). calibrationReport joins decisions to signals per policyVersion.
Valuable
Turns “measure engagement” into “learn if we patterned right” across 4 surfaces (JobFrame match-confidence, reincarnation info-gain, /feed usefulness, anycomp exec deck); JobFrame learned weights update from human review.
Understood
docs/STANDARDS/ADAPTIVE-DECISION-LEDGER.md; signals 0.5.0 decisionId join key.
Integrated
Durable via the outbox; consumers vendor the contract. Cross-repo (confirmed): vela HO-296, devplane optimizer-ledger HO-297, Performix HO-303.

How to use it

REST
/api/spokes/job-family-agent/match/review
MCP
job-family-agent.match.review
Data
src/lib/adaptive-ledger/

Other Platform capabilities

← Every platform capability

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