Multi-AI coding only helps when the brief names the output, the constraints, and the checks — before anyone writes code.
I keep seeing fleets that draft fast and then stall at “what were we actually supposed to verify?” Keep the brief checkable:
- Named output
- Constraints
- Independent checks
- Human review before the project main branch updates
Model usage stays on your own eligible accounts. The license is separate. Linux is the build with release evidence.
