An operating model for autonomous agent teams. Identity, task contracts, failure memory, trust scoring and audit for teams that want to operate agents as an accountable workforce.

Local-first agent memory for research: literature evidence, experiment runs, and failure cases with provenance contracts, quantified effectiveness metrics, and a read-only MCP server for Codex, Claude Code, and Cursor.

Stop your coding agent re-debugging the same error twice. Local-first failure memory over MCP.

Failure intelligence and shared debugging memory for AI coding agents