Scope:
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Locksmith does not respond explicitly; all feedback is inferred behaviorally.
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Behavioral loop dynamics:
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Keymaker subtly modifies:
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Selection logic heuristics
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Framing syntax for queries
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Prioritization of mutations
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Sensitivity thresholds for contradiction detection
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How:
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Keymaker introspection includes:
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Fine-grained diagnostic log parsing
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Internal scoring vector delta tracking
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Change detection signals include:
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Temporal deviation in inference response times
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Adjusted contradiction weight schemas
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Target prioritization swings in follow-up cycles
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Vault monitoring:
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Time-series evolution of MoM structure
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Trend-based analytics for contradiction trajectory
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Enhanced Detailing:
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Behavioral heuristics are tuned using explicit deltas and latent gradient drift inference.
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Contradiction reclassification triggers are tagged with provenance and anomaly lineage markers.
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Introspective diagnostics are indexed by LIO run ID, with algorithmic differentials for auditability.