Lobster Workflow

You can automate multi-step workflows with approval gates by running typed JSON-first pipelines that pause at critical junctures for human approval before proceeding. This ensures deterministic operations with structured output for complex task management.

A JSON-first pipeline for task automation executes sequences of tool calls as a single deterministic operation. It structures data passing between steps using typed JSON, ensuring repeatable execution for processes like triage, monitoring, and synchronization.

You can resume an interrupted workflow pipeline by using a provided resumption token. This allows the operation to continue from the specific approval checkpoint or interruption point where it previously paused.

Yes, you can use workflow automation for triaging emails by running a pipeline that searches, classifies, and optionally sends draft replies. The workflow pauses at an approval gate to allow human review before the drafts are sent.

Yes, the workflow pipeline supports deterministic operations for synchronization tasks. It executes sequences of tool calls as a single operation, ensuring repeatable automations with structured output for complex task management.

The best way to structure a workflow pipeline with multiple tool calls is using typed JSON-first formatting. You chain tools together, such as piping a search command directly into a triage command, to execute them as a single deterministic operation.