Write Initial Job Code for Workflows

[theroinaochieng]

Hypothesis

If we make it possible to build a fully functional workflow from a prompt, then that will make it easier for new users to get started.

Problem Observations

1. Users who create new workflows with AI are confused because the workflow looks "done" (great for demos!) but is actually empty — no job code in any step.
2. Users currently have to manually go into each step and edit it individually.
3. The workflow assistant and job code assistant are separate systems with no shared context.

Tech Scope

In scope:

1. Build a Supervisor Agent that decomposes user requests into tasks across steps
2. Connect workflow and job code assistants to supervisor into a unified multi-agent architecture
3. Attach all relevant state required for writing successful workflows (workflow edges, nodes, job code)

Out of scope:

1. “Global” agent that operates on entire project (this work is focused only on workflows) see Global Assistant #325
2. Running/debugging workflows (next epic)
3. Backend-hosted agents, DB access, MCP server (future)