Lobster Workflow

You can automate a multi-step workflow with approval checkpoints by defining a typed JSON-first pipeline. The system pauses execution at designated gates, resuming only after you explicitly approve sensitive or impactful actions.

JSON-first pipeline execution is a deterministic approach to running multi-step workflows. It processes structured JSON data to ensure repeatable automations and monitors operate reliably with predictable, structured output.

To add an approval gate before sending emails, configure your pipeline to pause at the execution step. The workflow maintains its state and waits for your explicit human confirmation before proceeding with the send action.

Yes, you can resume a workflow after pausing it for human approval. The system maintains the execution state during the checkpoint, allowing operations to continue deterministically once the required approval is granted.

You can run repeatable automations and syncs with deterministic execution by chaining commands and tool calls into a predefined pipeline. This structured approach ensures complex tasks are managed with consistent, predictable output.