# Autonomous OS Loop Assimilation Map

Wave: 61R-L
Status: autonomous-os-loop-assimilation-map-ready
Commit: 2dc7913

## Purpose
Assimilate existing learning loops, autonomous action routes, permission gates, scenario runners, memory routes, and flexible categories into one autonomous operating system loop without deleting or flattening specialized subloops.

## Doctrine
- corePrinciple: TheoB completes performable work and scenario paths before asking the user. It only gates binding commitments, money, signatures, credentials, irreversible changes, production deploys, or scoped external operator permissions.
- categoryFlex: Categories remain flexible lanes. New loop categories may be added, removed from active classification, renamed, merged, or split without deleting routes, evidence, logs, or history.
- noDeletion: No existing learning loop or autonomous route is deleted. Conflicts are classified and routed into the assimilation map.

## Core Loop
- name: Scenario Runner + Completed Action History Loop
- role: Primary autonomous OS loop. It plays scenarios to completion, evaluates hidden consequences, returns completed recommendations, and learns from approved/rejected/gold-star/archive/rewind outcomes.
- routes: /scenario-runner-assimilation, /autonomous-scenario-completion-receipts, /universal-performable-action-scope, /live-shell-automation-playback, /learning-loop-autonomy-audit, /learning-loop-category-control

## Subloops
- agent-memory | Agent Memory Loop | Stores durable, scoped, reversible memory: preferences, cadence, prior approvals, recurring patterns, and stale-memory corrections. | routes: /agent-memory-persistence-layer, /agent-memory-registry, /agent-memory-retention-gate
- outcome-scoring | Outcome Learning Loop | Scores actions after completion: did it work, did the user approve, was cost/risk correct, did hidden fees appear, should this pattern improve? | routes: /outcome-learning-os
- adaptive-evolution | Adaptive Evolution Loop | Improves TheoB behavior and structure after scored outcomes, while requiring rollback paths and preventing blind mutation. | routes: /adaptive-evolution-os
- permission-gate | Permission / Gate Runtime Loop | Stops only at money, signatures, binding forms, credentials, identity disclosure, production deploys, irreversible mutation, or scoped external operator permission. | routes: /autonomy-action-gate, /autonomy-permission-registry, /execution-queue, /workflow-execution-gate, /runtime-approval-ledger
- broker-operator-loop | Broker / Operator Mission Loop | Handles scoped calls, messages, negotiation prep, real-world legwork, and findings receipts before final user commitment. | routes: /auto-action, /action-intelligence-os, /coordination-intelligence-os, /mission-packet-review-queue, /runtime-path-mission-packet-registry
- creative-production-loop | Creative / Technical Production Loop | Covers sketches, video, audio, app creation, deep research, design, CAD, architectural renderings, and other performable outputs before gates. | routes: /universal-performable-action-scope
- gold-standard-pattern-loop | Gold Standard Pattern Loop | Promotes exceptional outputs into reusable standards for style, category, function, design, code, research, or operator behavior. | routes: /live-shell-automation-playback, /learning-loop-category-control
- archive-divert | Archive / Divert Loop | Pauses, diverts, or archives routes/actions that are not working, not now, or blocking higher-priority parallel processes. Nothing is deleted. | routes: /live-shell-automation-playback, /learning-loop-category-control
- quarantine-adversarial-learning-loop | Quarantine / Adversarial Learning Loop | Studies hidden traps, hostile pages, phishing, misleading offers, spam, hidden fees, and adversarial patterns in isolated/read-only mode. | routes: /arena-system-finder, /universal-performable-action-scope
- operating-system-loop | Civilization / Intelligence OS Loop | Higher-level coordination loop that connects Watch, scenarios, memory, action, prediction, proof, and user-context into one operating system. | routes: /civilization-simulation-engine-os, /unified-intelligence-mesh-os, /action-intelligence-os, /coordination-intelligence-os

## Contradiction Resolution
- Older approval gates may imply human process micromanagement. -> Retain them only as commitment gates. Process work belongs to AI before asking the user.
- Multiple learning loops may compete. -> Do not delete. Assign each loop a specialized role and feed outputs into the core Scenario Runner + Completed Action History Loop.
- Adaptive evolution may mutate too broadly. -> Evolution only follows scored outcomes, rollback paths, and category receipts.
- Archive/divert may be mistaken for deletion. -> Archive/divert is pause/reroute only. Routes remain reopenable and visible in Full System.

## Flexible Category Controls
- addCategoryAllowed: true
- removeCategoryAllowed: true
- renameCategoryAllowed: true
- mergeCategoryAllowed: true
- splitCategoryAllowed: true
- destructiveDeleteBlocked: true
- source: /learning-loop-category-control

## Next
61R-M Autonomous OS Runtime Priority Router