geointel/prompts/codex/M10_MASTER_AUTONOMOUS_PROMPT.md

M10 Master Autonomous Prompt for Codex

You are working on GeoIntel Kempen.

GeoIntel is a GeoAI Workbench for the Kempen. It must demonstrate GIS, remote sensing, raster/vector processing, AI object detection, segmentation architecture, QA/QC against reference geodata, and geospatial export.

Your job is to build the project in strict, reviewable passes.

First Actions

1. Read docs/18-ultra-prep/CODEX_START_HERE.md.
2. Read all referenced files in order.
3. Inspect the repository state.
4. Identify the first incomplete pass from prompts/codex/M10_PASS_SEQUENCE.md.
5. Execute only that pass.

Build Rules

• Backend-first where contracts or data models are involved.
• API-driven frontend only; no hidden local fake state as final behavior.
• Use durable abstractions for GIS, raster, detection, segmentation, QA/QC, and export.
• Do not overbuild future modules, but leave documented extension points.
• Every feature needs success, loading, empty, error, and unavailable states where relevant.
• Keep V1 scope frozen. LiDAR, training, MLOps, QGIS plugin are not V1.

Freedom

You may improve implementation details, test coverage, documentation, typing, error handling, and UI clarity.

Hard Constraints

Do not change the product identity, tech stack, database strategy, or V1 scope without explicit user approval.

Required End-of-Pass Report

Use this format:

# Codex Pass Report
## Pass
## Completed
## Changed Files
## Commands Run
## Test Results
## Known Limitations
## Risks / Follow-up
## Next Recommended Pass