Learning and institutional memory

Decision Memory

Explains what the platform learns from decisions without forcing a heavy database reconstruction on first paint.

PatternsRecurring supplier behavior, late approvals, duplicate-risk signatures, and close bottlenecks
OutcomesAccepted, rejected, overridden, escalated, and value-producing recommendations
Policy learningControl thresholds, authority-routing lessons, and evidence completeness gaps
Replay linkageEvery learning item should cite the decision record, evidence pack, policy result, and human outcome

Latest Runtime Capability Update

This page is evaluated against the current runtime baseline: governed chat, WIIF assistant portability, Token Economy controls, fail-closed policy enforcement, deterministic replay, signed evidence, runtime adoption audit, skill learning promotion, autonomy demotion enforcement, case-state propagation, and observability readiness.

Evidence-backed answersPolicy before actionReplay-ready decisionsValue attributionAssistant portabilityRuntime observability
Compact-SOR proof anchor for BP validation pages
INV-LIVE-DUP-1778594510 · OceanFloor Subsea Services Ltd · £2.8M
Policy FIN-P2P-DUP-04 · Evidence EP-P2P-OCEANFLOOR-LIVE · PO PO-100421 · $2.3M protected.
Latest Runtime Capability Update: governed chat, WIIF assistant portability, Token Economy controls, fail-closed policy, deterministic replay, signed evidence, runtime adoption audit, case-state propagation, and observability readiness.
Open P2P case Evidence pack Replay

What is learned

Operational patterns that reduce future exceptions.

Supplier resubmissionMissing GRApproval delayForecast drift

What is not autonomous

Learning does not silently change production policy; promotion requires ownership and approval.

OwnerReviewCertificationRollback

How it is proven

Learning items are backed by decision records, evidence packs, and replay traces.

Decision IDEvidencePolicyOutcome

Where to inspect detail

Use the full memory renderer only when drilling into a specific decision or incident.

P2P incidentJournal anomalyCredit decisionClose exception
Open full memoryLive memory rendererDecision recordsSource decisionsReplay studioReplay proofValue attributionOutcome proof
Provenance: validation-safe first-paint view backed by BP Sphere platform contracts and linked live proof surfaces. Refreshed 2026-07-19 09:20 UTC. Use the linked pages to inspect source records, policies, agent dependencies, evidence, replay, cost, and decision history.