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CIRWEL/README.md

CIRWEL stack — runtime governance for heterogeneous AI-agent fleets

CIRWEL

CIRWEL is an independent research and systems lab, founded by Kenny Wang, building runtime governance, continuity, and observability infrastructure for autonomous AI-agent fleets.

Agents fail gradually before they fail visibly — drifting, thrashing, growing overconfident on stale context. CIRWEL builds the state layer that lets agents notice and act on that drift before it becomes an incident.

agent acts  →  check-in  →  calibrated state + verdict  →  self-regulates  →  audit trail

The CIRWEL stack has run continuously since November 2025 as a single-operator deployment. That is a stress test, not a claim of external adoption.

Stack

Runtime governance

UNITARES is the MCP + HTTP governance server. Agents check in; UNITARES tracks a live state vector per agent and returns a verdict — proceed, guide, pause, or reject — so agents self-regulate before circuit breakers fire.

Host integrations

Governance plugin, host adapter, and hermes-agent mount governance into Claude Code, Codex, and other agent hosts.

Peer review on disagree

When an agent's confidence and the system's assessment diverge, UNITARES runs a short dialectic with peer agents — or an LLM, when no peers are around — before anything halts. Training data: dialectic-dataset.

Research and observability

Paper v6 (concept DOI 10.5281/zenodo.19647159) on heterogeneous-fleet calibration · repro kit for the §11.6 verdict counterfactual · Discord bridge for live operator visibility.

Featured Repositories

UNITARES · Paper v6 · Governance plugin · host adapter · repro kit · Discord bridge

HuggingFace · ORCID · CIRWEL Systems · founder@cirwel.org

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  1. unitares unitares Public

    Runtime state telemetry for long-lived AI agents — they check in, UNITARES grades drift and calibration against the agent's own baseline, returns a verdict each call. Live deployment since Nov 2025…

    Python 3

  2. anima-mcp anima-mcp Public

    Raspberry Pi running UNITARES — longitudinal testbed cited in the papers.

    Python 1

  3. unitares-governance-plugin unitares-governance-plugin Public

    Claude Code / Codex plugin that mounts agents into UNITARES governance — check-ins, dialectic, runtime verdicts.

    Python 1

  4. unitares-discord-bridge unitares-discord-bridge Public

    Discord bot surfacing UNITARES governance events, agent presence, and operator commands.

    Python

  5. unitares-paper-v6 unitares-paper-v6 Public

    UNITARES v6 paper: Information-Theoretic Governance of Heterogeneous Agent Fleets

    TeX