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Provenance•9 is an open-source, tamper-evident evidence ledger for AI and digital systems. It creates independently verifiable records of what happened, when it happened and whether the evidence has been altered.
Oblivion / the-recursive-threshold. When AI starts helping build the AI that comes next: recursive self-improvement, autonomous agents, cyber risk, nuclear stability, and the control gap. Bardiya Shokri
Experimental AI oversight components for banks and insurers: drift, explanation consistency, fairness metrics, policy evaluation and accountable review.
Normative specification for governed AI execution — five invariants, five prerequisites, graded conformance. Working draft 0.8. Anti-patterns: shadowdynamicsystems.com · Reference impl: constable.id