agent-memoryfeeds core: true
Agent Memory Loop
Stores durable, scoped, reversible memory: preferences, cadence, prior approvals, recurring patterns, and stale-memory corrections.
61R-L · AUTONOMOUS OS LOOP ASSIMILATION MAP
One operating loop. Many specialized subloops.
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.
CORE LOOP
Scenario Runner + Completed Action History Loop
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.
scenario completionperformable-before-gate doctrinecompleted action historycadence learningend-state controlsgold-star promotionarchive/divert routingrewind divergence learning
SUBLOOPS
Specialized loops feed the core OS loop.
outcome-scoringfeeds core: true
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?
adaptive-evolutionfeeds core: true
Adaptive Evolution Loop
Improves TheoB behavior and structure after scored outcomes, while requiring rollback paths and preventing blind mutation.
permission-gatefeeds core: true
Permission / Gate Runtime Loop
Stops only at money, signatures, binding forms, credentials, identity disclosure, production deploys, irreversible mutation, or scoped external operator permission.
broker-operator-loopfeeds core: true
Broker / Operator Mission Loop
Handles scoped calls, messages, negotiation prep, real-world legwork, and findings receipts before final user commitment.
creative-production-loopfeeds core: true
Creative / Technical Production Loop
Covers sketches, video, audio, app creation, deep research, design, CAD, architectural renderings, and other performable outputs before gates.
gold-standard-pattern-loopfeeds core: true
Gold Standard Pattern Loop
Promotes exceptional outputs into reusable standards for style, category, function, design, code, research, or operator behavior.
archive-divertfeeds core: true
Archive / Divert Loop
Pauses, diverts, or archives routes/actions that are not working, not now, or blocking higher-priority parallel processes. Nothing is deleted.
quarantine-adversarial-learning-loopfeeds core: true
Quarantine / Adversarial Learning Loop
Studies hidden traps, hostile pages, phishing, misleading offers, spam, hidden fees, and adversarial patterns in isolated/read-only mode.
operating-system-loopfeeds core: true
Civilization / Intelligence OS Loop
Higher-level coordination loop that connects Watch, scenarios, memory, action, prediction, proof, and user-context into one operating system.
CONTRADICTION RESOLUTION
Resolve old/new logic without deleting.
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
Add/remove categories remain active.
addCategoryAllowed: trueremoveCategoryAllowed: truerenameCategoryAllowed: truemergeCategoryAllowed: truesplitCategoryAllowed: truedestructiveDeleteBlocked: truesource: /learning-loop-category-control