Standard-library research laboratory for deterministic state, evidence, reliability boundaries, agent action integrity, reproducible ledgers, and edge-native execution.
python open-source reliability-engineering sqlite verification provenance reproducibility standard-library state-machines open-research ai-agents research-engineering research-software edge-ai agent-systems deterministic-systems agent-memory agent-reliability evidence-engineering action-integrity
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Updated
Sep 19, 2026 - Python