Autonomous Trading System (AG_CORE_V1)

Setup & Run

Prerequisites

• Python 3.10+
• Node.js 18+

1. Install Dependencies

# Backend
pip install -r backend/requirements.txt

# Frontend
cd frontend
npm install

2. Run System

Backend (Trading Core):

python -m uvicorn backend.main:app --reload

Frontend (System Console):

cd frontend
npm run dev

3. Monitor

Access the System Console at http://localhost:3000.

• Click INITIALIZE to start the engine.
• View real-time decision logs in the terminal window.
• Check "Component Status" for health.

7Y Crypto AutoResearch Run

Run BTC-trained 7-year daily model research and evaluate on ETH + 10 other crypto pairs:

$env:PYTHONPATH="C:\Users\paras\Documents\antigravity files\TB 1AG"
python tests/run_crypto_autoresearch_7y.py

Outputs:

• JSON report: data/reports/crypto_autoresearch_7y_*.json
• CSV report: data/reports/crypto_autoresearch_7y_*.csv
• Daily verification folder: data/reports/verification_*/

The verification output includes:

• model_position vs oracle_position for every day
• model_action, expected next-day edge, position size, and switching cost columns
• daily return gap (oracle_return - model_return)
• monthly/yearly return breakdown in the JSON report

Walk-forward rule in pipeline:

• Training uses oracle action labels only from historical training windows
• Final evaluation oracle paths are computed after walk-forward scoring for verification and gap scoring

Local Short-Horizon AutoLoop (1-2 years, Top-10 Crypto)

Run local-only iterative training/evaluation with daily verification and compounded equity columns:

$env:PYTHONPATH="C:\Users\paras\Documents\antigravity files\TB 1AG"
python tests/run_crypto_local_autoloop.py --years 1 --iterations 4 --month-stride 1 --initial-capital 1000

Windows executable wrapper:

run_local_crypto_autoloop.bat --years 1 --iterations 4 --month-stride 1 --initial-capital 1000

Artifacts:

• Loop summary CSV/JSON: data/reports/local_crypto_autoloop_*/
• Per-run report JSON/CSV: data/reports/crypto_autoresearch_*y_*.json|csv
• Per-coin daily verification CSV (includes compounded equity): data/reports/verification_*/