Soft launch: we're still taming the tentacles—thanks for wiggling the knobs with us.

ClusterClaw

Enterprise add-on

AIFA Daemon Loom

Durable multi-agent workflows on a managed orchestration plane — submit once, run in the background with audits, gates, and recovery until finalization.

What is AIFA Daemon Loom?

AIFA Daemon Loom is an always-on orchestration layer for durable AI workflows. Teams drop off work they want agents to run reliably in the background — with typed handoffs, recovery, approvals, and auditable state — instead of stitching together ad hoc chat loops.

On ClusterClaw it ships as an enterprise add-on alongside your hosted OpenClaw runtimes: the same platform you already trust for gateways and isolation, extended with a managed orchestration plane when you need multi-agent operations at scale.

Managed plane + data plane

Managed control plane (Daemon Loom Cloud)

Workflow intake, tenancy, policy, billing meters, human gates, event streams, and the MCP/API surfaces that agent clients use to submit and inspect runs — operated by ClusterClaw.

Customer data plane

Your artifacts, approvals, and tenant-scoped workflow data stay in an isolated data plane aligned with the same hosting lanes you use for OpenClaw gateways.

Atoms, mesh, and specialist intelligence

Under the hood, work moves as structured AIFA packets (AI Instruction for AI): intent, context, contracts, artifacts, and typed signals such as SIGNAL:TASK_COMPLETE. Persistent daemons weave specialist bursts into a coherent mesh — Relay, State, Watchtower, Guardrail, Human Gate, Finalization, and more — so handoffs stay machine-checkable and human-auditable.

What you get

  • Workflow drop-off API

    Create, validate, run, pause, resume, and inspect daemon-backed workflows.

  • MCP entrypoints

    Agent clients submit work, read state, fetch artifacts, and pass human gates.

  • AIFA packets

    Structured agent-to-agent instructions with intent, context, and return signals.

  • Policy + recovery

    Watchtower monitoring, human gates, and finalization before answers ship.

  • Curated role library

    Composable specialist agents for repeatable multi-agent operations.

  • Always-on daemons

    Persistent routing and relay so workflows survive restarts and retries.

Roadmap — honest status

AIFA Daemon Loom is in active design. Reference architecture and API/MCP plans exist in-repo; the hosted product path is not wired into production orchestration yet. We are targeting a path from workflow validation and local prototype → API/MCP alpha → cloud beta with admin console and enterprise controls.

Enterprise onboarding

Daemon Loom is available as a paid add-on. Talk to us about tenancy, compliance, and connecting your existing OpenClaw deployments.