# Learning Loop + Autonomous Action Audit

Wave: 61R-K
Status: learning-loop-autonomy-audit-ready
Commit: 704e395

## Purpose
Audit existing learning loops, autonomous actions, memory routes, scenario runners, outcome scoring, adaptive evolution, and operating-system loops before creating a new cadence memory loop.

## Counts
- pageCandidates: 426
- apiCandidates: 94
- codeCandidates: 1615
- totalCandidates: 2135
- tags: 9

## Expected Route Status
- /outcome-learning-os | exists: true | detectedInAudit: true
- /adaptive-evolution-os | exists: true | detectedInAudit: true
- /agent-memory-persistence-layer | exists: true | detectedInAudit: true
- /agent-memory-registry | exists: true | detectedInAudit: true
- /agent-memory-retention-gate | exists: true | detectedInAudit: true
- /auto-action | exists: true | detectedInAudit: true
- /autonomy-action-gate | exists: true | detectedInAudit: true
- /autonomy-permission-registry | exists: true | detectedInAudit: true
- /scenario-model-registry | exists: true | detectedInAudit: true
- /scenario-runner-assimilation | exists: true | detectedInAudit: true
- /autonomous-scenario-completion-receipts | exists: true | detectedInAudit: true
- /universal-performable-action-scope | exists: true | detectedInAudit: true
- /live-shell-automation-playback | exists: true | detectedInAudit: true
- /reversible-internal-action-runner | exists: true | detectedInAudit: true
- /internal-cleanup-testing-queue | exists: true | detectedInAudit: true
- /mission-packet-review-queue | exists: true | detectedInAudit: true
- /runtime-path-mission-packet-registry | exists: true | detectedInAudit: true
- /execution-queue | exists: true | detectedInAudit: true
- /workflow-execution-gate | exists: true | detectedInAudit: true
- /action-intelligence-os | exists: true | detectedInAudit: true
- /coordination-intelligence-os | exists: true | detectedInAudit: true
- /civilization-simulation-engine-os | exists: true | detectedInAudit: true
- /unified-intelligence-mesh-os | exists: true | detectedInAudit: true

## Contradiction Checks
- Human-process-micromanagement vs autonomous completion | risk: Some older approval/gate pages may imply the founder designs every step, while 61R-H through 61R-J define AI-completes-first autonomy. | resolution: Keep approval gates only for money, signature, credentials, binding forms, deploys, irreversible mutation, or scoped external operator permission.
- Multiple learning loops may compete | risk: Outcome Learning, Adaptive Evolution, Agent Memory, Scenario Runner, and Completed Action History may each track different feedback signals. | resolution: Do not delete. Classify each loop as memory, outcome scoring, cadence, skill evolution, scenario improvement, or autonomous OS loop.
- Archive/divert may be confused with deletion | risk: Archive/divert should pause or route to another lane, not remove old pages or break deep older logic. | resolution: Archive remains reversible, reopenable, and visible in Full System.
- Autonomous action vs gated action | risk: Auto-action routes may be too broad unless bound to performable-before-gate doctrine. | resolution: Tie autonomous action to 61R-J universal gates and scoped broker/operator permission.

## Autonomous OS Candidates
- Scenario Runner + Completed Action History Loop | Primary candidate for autonomous operating loop because it completes scenarios, learns from action history, and gates only commitments. | routes: /scenario-runner-assimilation, /autonomous-scenario-completion-receipts, /universal-performable-action-scope, /live-shell-automation-playback
- Outcome Learning + Adaptive Evolution | Likely improvement/evolution loop for scoring results, updating strategy, and refining agent behavior. | routes: /outcome-learning-os, /adaptive-evolution-os
- Agent Memory Loop | Likely memory substrate for cadence, preferences, repeated approvals, and historical action context. | routes: /agent-memory-persistence-layer, /agent-memory-registry, /agent-memory-retention-gate
- Action/Permission Runtime Loop | Likely execution boundary loop that should enforce universal gates while allowing performable internal work. | routes: /auto-action, /autonomy-action-gate, /execution-queue, /workflow-execution-gate, /runtime-approval-ledger

## Preliminary Recommendation
Do not create a new learning loop yet. First assimilate Outcome Learning, Adaptive Evolution, Agent Memory, Scenario Runner, Completed Action History, and Permission/Execution gates into one autonomous operating loop with specialized subloops.

## Tags
- learning-loop: 138
- adaptive-evolution: 1620
- autonomous-action: 381
- permission-gate: 1889
- outcome-scoring: 414
- archive-divert: 667
- scenario-runner: 418
- operating-system-loop: 1566
- agent-memory: 33

## Next
61R-L Autonomous OS Loop Assimilation Map