Public, fully local PoCs for counterfactually auditable lifecycle certification: exact paired replay, drift monitoring, post-drift replanning, and bridge-aware ledger control on synthetic tasks.
ai poc autonomous-agents synthetic-data drift-monitoring llm scientific-reproducibility deterministic-evaluation counterfactual-auditing paired-replay
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Updated
Mar 19, 2026 - Python