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"permissions": {
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"allow": [
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"Bash(npm --prefix \"/e/web/PolyWeather/frontend\" run build)",
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"mcp__Claude_Preview__preview_start"
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"mcp__Claude_Preview__preview_start",
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"Bash(git:*)"
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]
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}
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}
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# CLAUDE.md
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This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
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## Project Overview
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PolyWeather Pro — a production weather-intelligence stack for temperature settlement markets. Aggregates observations and forecasts for 52 monitored cities globally, blends multi-model highs using DEB (Dynamic Error Balancing), generates calibrated probability buckets for settlement, maps weather to Polymarket quotes for mispricing scans, and serves both a Next.js dashboard (Vercel) and a Telegram bot.
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## Architecture
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```
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Users (Web / Telegram) → Next.js Frontend (Vercel) → FastAPI /web/app.py
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↓
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Weather Collector (METAR, TAF, Open-Meteo, country networks)
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↓
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Analysis (DEB + Trend + Probability + Market Scan)
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↓
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Payment Layer (Intent + Event + Confirm Loop)
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```
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- **Backend**: FastAPI on port 8000 (`web/app.py` → `web/core.py` + `web/routes.py` + `web/analysis_service.py`)
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- **Frontend**: Next.js 15 + React 19 + TypeScript + Tailwind CSS 3 on port 3000 (dev)
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- **Bot**: Telegram bot via `bot_listener.py` → `src/bot/`
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- **Shared analysis core** in `src/` is used by both web API and bot
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- **Scan Terminal**: Real-time city opportunity scanning (`web/scan_terminal_service.py` and `frontend/components/dashboard/scan-terminal/`)
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- **Dashboard**: Main dashboard with interactive map, city sidebar, detail panels, and probability views
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## Commands
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### Frontend (dev on port 3000)
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```bash
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cd frontend
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npm ci
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npm run dev # Next.js dev server
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npm run build # Production build
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npm run lint # ESLint via next lint
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```
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### Backend (dev on port 8000)
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```bash
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uvicorn web.app:app --reload --host 0.0.0.0 --port 8000
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```
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### Telegram Bot
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```bash
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python bot_listener.py
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# or via wrapper:
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python run.py
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```
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### Docker (production-like stack)
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```bash
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docker compose up -d --build # bot + web API
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docker compose --profile workers up -d # + prewarm worker
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docker compose --profile monitoring up -d # + Prometheus/Grafana/Alertmanager
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```
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### Python tests
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```bash
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pytest tests/ # all tests
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pytest tests/test_web_observability.py # single test file
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```
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### Lint & Format
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```bash
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ruff check . # Python lint (pycodestyle + Pyflakes, line-length 88)
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ruff format . # Python format (Black-compatible, double quotes)
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```
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### Health & Ops checks
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```bash
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curl http://127.0.0.1:8000/healthz
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curl http://127.0.0.1:8000/api/system/status
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curl http://127.0.0.1:8000/metrics
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```
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## Key Directories
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| Directory | Purpose |
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|-----------|---------|
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| `src/data_collection/` | Weather sources (METAR, TAF, Open-Meteo, JMA, KMA, MGM, NMC, Russia stations, settlement sources), city registry (52 cities), Polymarket readonly layer |
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| `src/analysis/` | DEB algorithm, trend engine, probability calibration (EMOS/LGBM), market alert engine, settlement rounding |
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| `src/models/` | LightGBM daily-high model training and feature engineering |
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| `src/payments/` | Onchain checkout, event listener, confirm loop, contract audit |
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| `src/bot/` | Telegram bot handlers and orchestrator |
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| `src/database/` | SQLite-based runtime state, DB manager, daily/truth/training feature repositories |
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| `web/` | FastAPI app, routes (~65K), analysis service (~130K), scan terminal service (~56K), AI scan modules |
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| `frontend/app/` | Next.js App Router pages (dashboard, account, auth, docs, ops, probabilities, scan) |
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| `frontend/components/dashboard/` | Dashboard UI components (map, sidebar, detail panel, modals, charts, scan terminal) |
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| `frontend/lib/` | Shared client logic: types, API client, chart utils, i18n, dashboard utils |
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| `frontend/hooks/` | React hooks: dashboard store (global state), Leaflet map, chart helper |
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| `scripts/` | Operational scripts: probability calibration training, backfills, payment reconciliation, prewarm worker |
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| `config/` | YAML config (city list, weather settings, logging) |
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| `docs/` | Bilingual product & technical docs |
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| `monitoring/` | Prometheus/Grafana/Alertmanager configs |
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## Key Technical Details
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- **Python version**: 3.11 (target), type hints use `from __future__ import annotations` in most modules
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- **Package manager**: pip (requirements.txt) + uv cache is present but not the primary tool; no pyproject.toml build system defined
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- **Frontend package manager**: npm
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- **State storage**: SQLite primary path (set via `POLYWEATHER_STATE_STORAGE_MODE=sqlite` + `POLYWEATHER_DB_PATH`). Legacy JSON/JSONL files are migration/fallback only.
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- **Runtime data**: External dir recommended (`POLYWEATHER_RUNTIME_DATA_DIR=/var/lib/polyweather`) to avoid git conflicts
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- **Auth gating** (frontend middleware): Token-based (`POLYWEATHER_DASHBOARD_ACCESS_TOKEN`) or Supabase session-based (`POLYWEATHER_AUTH_ENABLED`). Local dev hosts bypass auth.
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- **CORS**: Allowed origins from `WEB_CORS_ORIGINS` env var (defaults: localhost:3000, polyweather-pro.vercel.app)
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- **EMOS/CRPS calibration**: Trainable but production should use `legacy` or `emos_shadow` engine; `emos_primary` only after local evaluation + manual rollout
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- **API proxy**: Frontend uses Next.js rewrites to proxy `/api/*` to the FastAPI backend; see `frontend/lib/api-proxy.ts` and `frontend/lib/backend-api.ts`
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## Commit Convention
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This repo uses the **Lore Commit Protocol** — structured decision records with git trailers (`Constraint:`, `Rejected:`, `Confidence:`, `Scope-risk:`, `Directive:`, `Tested:`, `Not-tested:`). Intent line first (why, not what).
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