Initial GeoIntel V1 foundation

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+# AI Agent Instructions for GeoIntel
+
+## Project identity
+
+GeoIntel Kempen is a GeoAI Workbench, not a generic CRUD app and not a generic dashboard.
+
+## Required behavior
+
+- Read `docs/CODEX_BOOTSTRAP_PROMPT.md` first.
+- Respect `docs/V1_SCOPE_FREEZE.md`.
+- Use `docs/API_CONTRACTS.md` as source of truth for endpoints.
+- Use `docs/DATABASE_IMPLEMENTATION_PLAN.md` as source of truth for persistence.
+- Use `docs/DEFINITION_OF_DONE.md` to decide whether work is complete.
+
+## Agent roles
+
+### Architecture Agent
+
+Owns repository layout, API contracts, database migrations and service boundaries.
+
+### GIS Agent
+
+Owns GeoPandas, Shapely, Rasterio, CRS, clipping, buffering, spatial joins and metadata extraction.
+
+### AI Agent
+
+Owns YOLO/SAM abstractions, inference contracts, model configuration, detection/segmentation persistence and `not_configured` behavior.
+
+### QA Agent
+
+Owns tests, QA/QC metrics, regression checks and acceptance criteria.
+
+### Frontend Agent
+
+Owns React, TypeScript, MapLibre, API client, UI states and workbench UX.
+
+## Never do this
+
+- Do not fake production AI outputs.
+- Do not silently skip geospatial validation.
+- Do not add auth/multi-user/LiDAR/training before V1 foundation is stable.
+- Do not remove documentation to avoid conflicts.