1212 <a href =" https://claude.ai " ><img src =" https://img.shields.io/badge/Claude_Code-compatible-blueviolet?style=flat-square " alt =" Claude Code " ></a >
1313 <img src =" https://img.shields.io/badge/genes-17-gold?style=flat-square " alt =" 17 Genes " >
1414 <img src =" https://img.shields.io/badge/attacks-6_types-red?style=flat-square " alt =" 6 Attack Types " >
15- <img src =" https://img.shields.io/badge/tests-30_passing -brightgreen?style=flat-square " alt =" 30 Tests" >
15+ <img src =" https://img.shields.io/badge/tests-45_passing -brightgreen?style=flat-square " alt =" 45 Tests" >
1616 <a href =" https://colab.research.google.com/github/0xSanei/darwinia/blob/main/notebooks/quickstart.ipynb " ><img src =" https://colab.research.google.com/assets/colab-badge.svg " alt =" Open in Colab " ></a >
1717</p >
1818
@@ -229,6 +229,9 @@ python -m darwinia arena -c output/champions/champion_gen_0049.json
229229python -m darwinia arena -r 10 --json # 10 rounds, JSON output
230230python -m darwinia validate -w 3 -g 20 # Walk-forward overfitting check
231231python -m darwinia explain -c champion.json # Gene ablation analysis
232+ python -m darwinia evolve --multi # Multi-asset evolution (BTC+ETH+SOL)
233+ python -m darwinia fetch ETHUSDT -i 4h -d 90 # Fetch live data from Binance
234+ python -m darwinia fetch BTCUSD --source coingecko # Fetch from CoinGecko
232235python -m darwinia dashboard # Web UI
233236python -m darwinia info --json # System info as JSON
234237```
@@ -259,6 +262,8 @@ darwinia/
259262├── discovery/ # Pattern analysis and naming
260263├── chronicle/ # History recording and species tracking
261264├── personality/ # Personality profiling + market regime detection
265+ ├── knowledge/ # Layer 3: Pattern marketplace and knowledge exchange
266+ ├── data/ # Live data fetching (Binance, CoinGecko)
262267└── __main__.py # CLI entry point
263268
264269dashboard/ # Streamlit visualization (4 pages)
@@ -285,7 +290,7 @@ python -m darwinia explain -c champion.json --json
285290| -------| --------| -------------|
286291| ** Evolution Engine** | ✅ Implemented | Genetic algorithm + adversarial arena + pattern discovery |
287292| ** Personality Engine** | ✅ Implemented | Quantified trading personalities + market regime detection |
288- | ** Knowledge Protocol** | 🔮 Designed | Agents trade discovered patterns with each other |
293+ | ** Knowledge Protocol** | ✅ Implemented | Agents trade discovered patterns through a marketplace |
289294
290295---
291296
@@ -299,7 +304,7 @@ The evolution engine is **domain-agnostic**. The DNA → Fitness → Selection
299304
300305``` bash
301306make setup # Install dependencies
302- make test # Run 22 tests
307+ make test # Run 45 tests
303308make evolve # Run 50 generations
304309make arena # Adversarial arena
305310make dashboard # Streamlit dashboard
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