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| 1 | +# Trading_agents |
| 2 | + |
| 3 | +The architecture of `trading_agents.py` follows `TradingAgents.md`. |
| 4 | + |
| 5 | +### Phase Hierarchy |
| 6 | + |
| 7 | +| Phase | Designation | Agents | Model | Notes | |
| 8 | +| :--- | :--- | :--- | :--- | :--- | |
| 9 | +| **Phase I** | **Eyes** | Fundamental, Technical, Sentiment, Macro | `claude-haiku-4-5` | Fast, structured data-to-text | |
| 10 | +| **Phase II** | **Brain** | Bull, Bear, (Facilitator loop) | `claude-opus-4-6` + Adaptive Thinking | Dialectical debate, N rounds | |
| 11 | +| **Phase III** | **Hands** | Trader, Risk ×3, Fund Manager | `claude-opus-4-6` + Adaptive Thinking | Weighted vote, self-reflection | |
| 12 | + |
| 13 | +--- |
| 14 | + |
| 15 | +### Key Design Decisions |
| 16 | + |
| 17 | +* **Global State Management**: State is maintained as a Python `dataclass`, JSON-serialized as context for each agent to prevent hallucination drift. |
| 18 | +* **Reasoning Framework**: ReAct is embedded in every system prompt ("reason before concluding"). |
| 19 | +* **Stress Testing**: Facilitator's mandatory question (*"What makes this bullish signal a trap?"*) is hardcoded into the Bear prompt for each round. |
| 20 | +* **Execution Safety**: |
| 21 | + * Fund Manager self-reflection is mandatory in the system prompt. |
| 22 | + * A `no_trade_reason` field surfaces automatically when self-reflection triggers a halt. |
| 23 | + * Confidence threshold set at **0.35**; any value below this defaults to "No Trade" regardless of suggested action. |
| 24 | +* **Model Optimization**: `Haiku 4.5` for Phase I (high speed/no thinking); `Opus 4.6` + Adaptive Thinking for high-stakes reasoning in Phases II/III. |
| 25 | + |
| 26 | +--- |
| 27 | + |
| 28 | +### Usage |
| 29 | + |
| 30 | +**Environment Setup:** |
| 31 | +```bash |
| 32 | +export ANTHROPIC_API_KEY=sk-... |
| 33 | +pip install anthropic yfinance pandas |
| 34 | +``` |
| 35 | + |
| 36 | +**Dry Run (Default):** |
| 37 | +```bash |
| 38 | +python trading_agents.py BTC --exchange hyperliquid --portfolio 1000 |
| 39 | +``` |
| 40 | + |
| 41 | +**Full Pipeline & Trade Submission:** |
| 42 | +```bash |
| 43 | +python trading_agents.py ETH --exchange binance --market perp --portfolio 5000 --rounds 3 --execute |
| 44 | +``` |
| 45 | + |
| 46 | +**Save State:** |
| 47 | +```bash |
| 48 | +python trading_agents.py HYPE --exchange hyperliquid --output state.json |
| 49 | +``` |
| 50 | + |
| 51 | +--- |
| 52 | + |
| 53 | +### Run Simulation |
| 54 | + |
| 55 | +`cd trading_agents` |
| 56 | + |
| 57 | +#### Single scenario |
| 58 | +```bash |
| 59 | +python simulate.py btc # BTC/Hyperliquid spot → BUY |
| 60 | + |
| 61 | +python simulate.py eth # ETH/Binance perp → HOLD |
| 62 | + |
| 63 | +python simulate.py hype # HYPE/Hyperliquid spot → SELL |
| 64 | +``` |
| 65 | + |
| 66 | +#### All three in sequence |
| 67 | +```bash |
| 68 | +python simulate.py all |
| 69 | +``` |
| 70 | + |
| 71 | +#### Skip streaming delays (instant output) |
| 72 | +```bash |
| 73 | +python simulate.py btc --fast |
| 74 | + |
| 75 | +python simulate.py all --fast |
| 76 | +``` |
| 77 | + |
| 78 | +No API keys or network access required — everything runs on mock data. |
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