AI Model Team

AI Model Team - Multi-model prediction system (Kronos + Chronos-2 + TimesFM + VADER) for OKX crypto and US stocks. Features error handling, retry logic, HTTP caching, unit tests, and correct data source routing (OKX for crypto, Yahoo Finance for stocks).

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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)

erongcao/ai-model-team/tree/main/skills/ai-model-team commit 2b18fd03c1

Frequently asked questions

npx skillmds@latest add erongcao/ai-model-team-2