Agent loop catalog

Portal to Production API

Inspired by Zatanna — turn any login-gated portal into a fast, stable API for agents. Record the real network flow once, reconstruct auth and sequencing without UI bots, ship one endpoint, and loop until production-ready.

Turning everyday words and actions on Autopilot

Inspired by Luel — Turning everyday words and actions into usable training data.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Hub Ops on Autopilot

Inspired by Hub — Real-world training data for frontier AI labs and robotics.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Sazabi Ops on Autopilot

Inspired by Sazabi — The AI-native observability platform for fast-moving engineering teams. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

See and control all AI on Autopilot

Inspired by Oximy — See and control all AI activity across your enterprise. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

The AIOps Agent for ML on Autopilot

Inspired by Chamber — The AIOps Agent for ML Teams. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Vercel for background agents on Autopilot

Inspired by Terminal Use — Vercel for background agents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

AI SRE agent that triages, on Autopilot

Inspired by IncidentFox — AI SRE agent that triages, coordinates, and fixes production incidents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Enabling physical AI at scale on Autopilot

Inspired by Fern — Enabling physical AI at scale.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

The Fastest Multimodal Inference OS on Autopilot

Inspired by Cumulus Labs — The Fastest Multimodal Inference OS. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

The default way of running on Autopilot

Inspired by RunAnywhere — The default way of running on-device AI at Scale. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Give AI agents accurate knowledge on Autopilot

Inspired by Captain — Give AI agents accurate knowledge search that scales. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Applied research lab curating data on Autopilot

Inspired by AfterQuery — Applied research lab curating data solutions for foundation model…. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.

Integration Errors Until Clean

Inspired by Zapier — monitor cross-app workflows, fix failing zaps, validate AI agent chains, and keep 24h clean run history.