tltby12341

QuantConnect automated backtest pipeline — submit local strategies, compile, execute, monitor with early-stop, and download results in one command.

12-dimensional technical feature attribution engine — compares winner vs loser trade entry conditions using RSI, Bollinger, MACD, volume surge, gap, and more...

AI-driven quantitative strategy iteration workflow — a complete loop of briefing, hypothesis, code generation, constitutional scan, backtest submission, fore...

A living knowledge base of hard-earned strategy lessons and banned code patterns — prevents repeating past mistakes across strategy iterations by scanning co...

Multi-stage backtest validation framework — fail fast with short windows (smoke/stress/medium/full) before committing to expensive full-period backtests, sav...