Transformations:
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Roundtable dialogue → summarized into logical fragments with annotated speaker roles and rationale codes to preserve context fidelity
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Step Agent output → parse artifacts removed; retain entity map, relationship lattice, and score vectors (optimized for Vault ingestion)
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Keymaker cognition → structured memory graph + contradiction log → bundled and checkpointed for Locksmith training
Filters:
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Redundancy suppression on co-referenced evidence (deduplicated during memory graph integration phase)
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Language formalization: speculative phrases either pruned or flagged via semantic filter (e.g., “possibly”, “might”) before Vault adjudication
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Vault only receives curated adjudication bundle—never raw Roundtable stream, ensuring signal-to-noise ratio remains high