Lobster

To automate a multi-step workflow with approval checkpoints, you need a pipeline that pauses execution for user confirmation before sensitive actions. This Skill executes sequences of tool calls deterministically and provides a token to resume operations after human approval is granted.

A resumable workflow maintains its state across execution steps using a token. If an operation is interrupted or paused for an approval gate, you can continue the workflow from the exact checkpoint using this token without losing prior progress or restarting the pipeline.

Yes, you can automate email triaging by running a pipeline that classifies incoming messages. The workflow can process emails newer than one day, classify them, and then pause to require human approval before sending any automated replies to ensure oversight.

You execute deterministic workflows with structured output by running sequences of tool calls within a typed JSON envelope. This ensures repeatable automations, consistent state management, and reliable execution across all steps of the pipeline.

You need approval gates in your automation pipeline when executing sensitive actions like sending emails or making changes. Adding human oversight at critical junctures ensures accuracy and control over automated actions before they commit and finalize the workflow.