Per Step:
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Minimum output confidence threshold must be met (>0.85 average).
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Conflict rate must remain below the acceptable threshold (<5% unresolved contradiction rate, based on the ratio of flagged paths to total output graph edges).
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Vault certification must be granted to ensure human oversight.
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Step Agent Q&A cycle (4 rounds minimum) must be completed with a valid, traceable selection path.
Per Job / MoM Completion:
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All 11 steps must be finalized with certified outputs.
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MoM (Matrix of Meaning) graph must be cross-linked, structurally scored, and contradiction-audited.
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Final cognition package must be assembled and queued for Locksmith training handoff.
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Backpressure detection metric that monitors cognitive load imbalance in large or fast-evolving MoM graphs. This enables real-time adjustment and improves system resilience under load.