# eco-system > ECO_SYSTEM_4 - 6-stage autonomous trading pipeline. Research → Signal → Consensus → Approval → Execute → Learn. 4,878 Python files. - Author: LedgerGhost90 - Repository: FreeManNumOne/SOVEREIGN_SHADOW_3 - Version: 20260102125008 - Stars: 0 - Forks: 0 - Last Updated: 2026-02-07 - Source: https://github.com/FreeManNumOne/SOVEREIGN_SHADOW_3 - Web: https://mule.run/skillshub/@@FreeManNumOne/SOVEREIGN_SHADOW_3~eco-system:20260102125008 --- --- name: eco-system description: ECO_SYSTEM_4 - 6-stage autonomous trading pipeline. Research → Signal → Consensus → Approval → Execute → Learn. 4,878 Python files. --- # ECO_SYSTEM_4 - Autonomous Trading Pipeline **Location:** `/Volumes/LegacySafe/SS_III/ECO_SYSTEM_4/` ## What It Does Complete autonomous trading ecosystem that runs every 15 minutes: 1. **Research** - Market scanning and data collection 2. **Signal** - Generate trading signals from data 3. **Consensus** - Multi-agent agreement on signals 4. **Approval** - Human-in-loop or auto-approval 5. **Execute** - Paper or live trading execution 6. **Learn** - Analyze results and improve ## Key Components - **Risk Agent** - Pre-trade risk validation - **Swarm Agent** - Multi-AI consensus - **Approval Agent** - Decision gateway - **Paper Trader** - Execution engine - **Session Closer** - Post-trade analysis ## How to Use ```bash # Run the full pipeline cd /Volumes/LegacySafe/SS_III/ECO_SYSTEM_4 python main.py # Check configuration cat .env ``` ## Entry Points - `main.py` - Primary entry point for full pipeline - `agents/research/` - Market research modules - `agents/execution/paper_trader.py` - Trade execution ## Status - Files: 4,878 Python files - Credentials: ECO_SYSTEM_4/.env - Mode: Paper trading