audit-ledger
Tamper-evident append-only SHA-256 provenance and audit ledger for autonomous agents.
Certified Memory Governance Layer for long-running AI agents: strict receipts, append-only ledgers, authority gates, retrieval filtering, telemetry replay, and safe adapters for Mem0, Graphiti, LangMem, and LangGraph.
Application performance monitor (APM) for energy logging and carbon estimation in Python applications with uncertainty-aware marginal emissions.