Lobster

You can automate multi-step workflows with approval checkpoints by defining a JSON-first pipeline that pauses execution for human review at specific stages before proceeding. This requires configuring deterministic operations and resumable approvals.

A resumable approval process pauses workflow automation execution at designated checkpoints, allowing human reviewers to assess the pending state before authorizing the subsequent steps. This ensures deterministic operations resume safely after manual validation.

Yes, configuring multi-step workflow automation requires OpenClaw Gateway and tool policy configuration to execute deterministic operations. You must set up these dependencies to establish pipelines and manage approval checkpoints.

Yes, you can use JSON-first pipelines to automate customer support ticket triage by executing sequential actions and requiring approval before sending responses. This workflow reduces errors and manages tasks deterministically.

Limitations of resumable workflows include the strict dependency on OpenClaw Gateway and specific tool policy configuration to function. Execution pauses indefinitely at approval checkpoints until human review is completed, potentially delaying time-sensitive tasks.