Current limitations to keep in mind.
- AI output can still produce code that does not compile against your exact target platform.
- Guardrails reduce common errors, but they do not guarantee build success for every prompt.
- Prefer prompt constraints and immediate
validate --strict+depsafter generation.
Loading target platformcan take a long time on first run (network and cache dependent).- Full setup is stateful and environment-sensitive (Docker permissions, display availability, local toolchain).
config sethandles scalar keys only; skills source arrays should be managed via:skills source addskills source removeskills source list- or direct YAML editing
- Some command paths may return exit code
2for--helpdue parser behavior. - Smoke matrix accepts exit
2only for an explicit allowlist and only when usage output is valid.