# AGENTS.md - GeoCrop Intelligence & Patterns

This file provides foundational guidance for AI agents working within this repository. Adhere to these patterns to maintain system integrity.

## 🛠️ Project Stack
- **Frontend**: React 19 + TypeScript + Vite + OpenLayers (Leaflet fallback).
- **API**: FastAPI + Redis + RQ Job Queue.
- **Worker**: Python 3.11, rasterio, scikit-learn, XGBoost, LightGBM, CatBoost.
- **GitOps**: Gitea (Source) + Gitea Actions (CI) + ArgoCD (CD).
- **Storage**: MinIO (S3-compatible) + PostGIS (Metadata).
- **Observability**: MLflow (Experiments) + JupyterLab (Research).

## 🚀 Build & Dev Commands

### Frontend
```bash
cd apps/web
npm install
npm run dev          # dev server on :5173
npm run lint         # eslint
npm run build        # runs tsc -b && vite build (typecheck before build)
```

### API
```bash
cd apps/api
uvicorn main:app --host 0.0.0.0 --port 8000 --reload
```

### Worker
```bash
cd apps/worker
python worker.py --test   # syntax/import check (default when no --worker flag)
python worker.py --worker  # start RQ worker listening on geocrop_tasks queue
```

### Docker (Local Build)
`docker build -t frankchine/geocrop-web:latest apps/web/`

## 🧠 Critical Patterns (Non-Obvious)

### ⚠️ Build Order (Frontend)
`npm run lint` → `npm run build` (build includes `tsc -b`). Run lint before build to catch issues early.

### 🚫 Scoping Mandate
- **Kubernetes Only:** Focus exclusively on resources managed by Kubernetes. **NEVER** modify host-level Nginx, CloudPanel, or system services outside the cluster.

### 🗺️ Geospatial Conventions
- **AOI Format:** Always `(lon, lat, radius_m)`. (Longitude first!).
- **Season Window:** "Summer" = Sept 1st to May 31st of following year.
- **Zimbabwe Bounds:** Lon 25.2–33.1, Lat -22.5 to -15.6.
- **Feature Order:** `FEATURE_ORDER_V1` (51 features) is strictly immutable.

### 🔌 Connectivity
- **Redis Host:** `redis.geocrop.svc.cluster.local` (Port 6379).
- **MinIO Host:** `minio.geocrop.svc.cluster.local` (Port 9000).
- **Queue Name:** `geocrop_tasks`.

### 📦 Storage Layout (MinIO)
- `geocrop-models/`: Serialized ML models (`.pkl`) and MLflow artifacts.
- `geocrop-baselines/`: Dynamic World COGs (`dw/zim/summer/...`).
- `geocrop-results/`: Output COGs (`results/<job_id>/...`).
- `geocrop-datasets/`: Training CSVs.

### 🗂️ Repo Structure
- `apps/web/`: React 19 + TypeScript + Vite + OpenLayers frontend.
- `apps/api/`: FastAPI backend (auth/JWT, job queue via RQ).
- `apps/worker/`: Python 3.11 worker. Entry: `worker.py` → `run_job()` → orchestrates STAC fetch → features → inference → COG export.
- `training/`: Jupyter-based training scripts (`MinIOStorageClient` for data access).
- `k8s/base/`: Kustomize manifests (ArgoCD target).

### 🚢 GitOps Workflow & Policies (MANDATORY)
- **CI**: Build images using **Kaniko** via `.gitea/workflows/build-push.yaml`.
- **Tagging**: CI uses Git SHA for deterministic image tagging.
- **CD**: CI updates `k8s/base/kustomization.yaml` with the new tag; ArgoCD auto-syncs.
- **Strict GitOps**: 
    - ALL changes MUST be pushed to Gitea.
    - Deployments occur ONLY through the CI/CD pipeline via ArgoCD.
    - Direct manual modifications to K8s resources or running containers are FORBIDDEN.
    - No bypassing the GitOps flow.
- **Secrets**: Managed via Kubernetes Secrets (e.g., `geocrop-secrets`, `geocrop-db-secret`).


