Cycle Phases and Triggers:
| Phase | Trigger | Action |
|---|---|---|
| LIO Completion | MoM certified | Keymaker packages cognition payload |
| DataMaker Processing | MoM delivered | Intermediate pipeline processes, sanitizes, and formats LIO output |
| Step 13 Entry | Payload received by Locksmith | Locksmith initiates internalization and integration process |
| Post-Cycle | Feedback assimilated | Keymaker adapts weights and launches refined LIO cycle |
Cycle Management:
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Keymaker logs recursion points:
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Delta hashes: For granular traceability of behavioral adjustments
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Recursion metadata: JobID, MoMID, CycleNumber as persistent anchors
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DataMaker enforces schema validation before Step 13 admission.
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Historical cycle state maps enable regression testing and downstream anomaly tracking.