In Numun.io, workflows are first designed and validated in Agent Studio as structured, multi-step graphs—made up of agents, tools, conditionals, loops, and outputs. Once a workflow is complete, it doesn’t live in isolation.

By toggling the workflow on in Agent+ Mode, users can execute that same workflow directly from the AI chat interface.

Instead of receiving a simple text response, the AI runs the full workflow behind the scenes and returns structured run results, including tool outputs, decisions taken, and final outcomes.

The result is an AI experience that goes beyond conversation, turning chat into a live interface for executing and inspecting real autonomous workflows.

In this example, Python code is generated and executed via Fly.io, returning a structured summary of results.