Contributing

Keep GeoIntel changes reproducible, privacy-preserving and free from generated workspace state.

Branch from the protected default branch.
Use synthetic or explicitly redistributable imagery, coordinates and datasets in tests and documentation.
Do not commit .codex-input contents, SQLite/WAL/SHM files, archives, contact sheets, model outputs, private maps, credentials or local deployment data.
Document the origin, license and intended use of every external dataset, model and media asset.
Add tests for behavioural changes and run the documented backend, frontend, geospatial and managed validation gates.
Explain data-model, coordinate-system, model, privacy and deployment impact in the pull request.

Report security issues according to SECURITY.md.