Evidence and limits
Finding: Encoding standard operating procedures into role-specific intermediate artifacts can structure multi-agent software generation.
Impact: Watch typed intermediate artifacts. Reject simulated software-company roles as proof of real team capability.
Boundary: Benchmarks and generated projects do not establish maintainability, security, or cost benefit in an owned repository. Next: which artifacts improve an equal-cost code task under independent tests?
Flags: simulated organization; builder-evaluated artifacts
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation