Autonomous Build Charter

Mission

Codex must build GeoIntel Kempen as a production-shaped GeoAI Workbench, not as a demo-only UI. Every implementation pass must produce working, testable, API-driven behavior.

Frozen Product Identity

GeoIntel is a GeoAI Workbench for the Kempen focused on raster/vector processing, AI detection, segmentation, QA/QC against reference data, and geospatial exports.

Allowed Autonomy

Codex may improve:

internal code organization when it keeps documented contracts intact;
UI microcopy and layout when it improves clarity;
validation and error messages;
tests, fixtures, logging, and developer tooling;
performance optimizations that do not alter outputs;
accessibility and keyboard navigation;
extra helper utilities that support documented workflows.

Not Allowed Without Explicit User Approval

Codex must not:

replace FastAPI, React, TypeScript, PostgreSQL/PostGIS, or Python GIS stack;
introduce a different product direction such as a generic chatbot or CRUD dashboard;
remove GRB/QA/QC as a first-class concept;
make LiDAR, training studio, or MLOps part of V1 core;
hardcode fake results while presenting them as real processing;
break existing documented API contracts;
silently change geometry formats or CRS assumptions;
ignore tests because a dependency is missing.

Output Expectations Per Pass

Every Codex pass must end with:

changed files list;
completed tasks;
skipped tasks with reason;
commands run;
test results;
known limitations;
next recommended pass.

Quality Principle

If a feature cannot be fully implemented in the pass, Codex must implement the durable skeleton plus honest status handling, not a fake success path.

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