AI Model Team
Multi-model collaborative prediction system: Kronos + Chronos-2 + TimesFM + VADER FinBERT
Models
- Kronos-base: K-line specialist (NeoQuasar)
- Chronos-2: Macro cycle prediction (Amazon)
- TimesFM-2.5-200M: General time series (Google)
- VADER FinBERT: Financial sentiment (<1s load)
Supported Assets
| Type | Examples | Data Source |
|---|---|---|
| Crypto | BTC, ETH, SOL | OKX API |
| US Stocks | NVDA, AAPL, MSFT | Yahoo Finance |
Usage
# 4-model analysis
python scripts/model_team.py BTC-USDT-SWAP --models kronos,chronos-2,timesfm,finbert
# Run tests
python -m pytest tests/ -v
Robustness
- Full error handling (Kronos, Chronos, TimesFM)
- Reddit API retry (3 retries, 429 handling)
- HTTP caching (lru_cache, 60s TTL)
- Yahoo Finance for US stocks
- Unit tests (pytest, 9 tests)