Engineering evaluation¶

These pages support architecture, security, performance, and organizational review.

• Architecture: owners, compilation, and generated Python
• Security architecture: trust boundaries, resources, callbacks, annotation safety, and supply chain
• Performance: workload definitions and exact reproduction
• Enterprise evaluation: adoption dossier
• Comparison: dataclasses, TypedDict, Pydantic, msgspec, and manually written Python
• Known limitations: one authoritative boundary
• Troubleshooting: actionable failure diagnosis