Lobster

Multi-step automation workflows can include human approval checkpoints by using resumable execution pipelines that halt before side-effecting actions and continue only after explicit approval. This prevents accidental sends, posts, or deletes during deterministic pipeline execution.

To resume an automation pipeline after an approval pause, you provide a resume token along with an explicit approve action. The workflow then continues execution from the checkpoint, returning structured results in a typed JSON envelope.

A deterministic pipeline executes typed, JSON-first workflow steps to produce a structured JSON envelope for consistent results. You need it for triage, monitoring, or scheduled review automations where behavior and structured results must be predictable and repeatable.

Yes, resumable automation workflows can call back into OpenClaw tools via the gateway invoke endpoint. These tool-bridge invocations execute under policy allowlists to maintain safety limits during pipeline execution.

Automated workflows with subprocesses enforce safety limits through stdout parsing and subprocess timeouts. These constraints prevent runaway processes and ensure pipelines requiring human confirmation execute safely within defined boundaries.

No external dependencies are required to run resumable approval workflows locally. The tool operates independently, applying deterministic pipeline execution with approval gates and structured JSON envelopes without prerequisite packages.