From Backtest Paradise to Live Trading Hell — 5 Hard Lessons from Our Quant System's First Month

87% annualized returns in backtesting? Congrats, but live trading is a completely different world. This article documents our quant system’s first month of real trading and the things backtests will never tell you.

2026-03-13 · 7 min · 1461 words · Judy & J

The Holding Time Effect: Why Your Trades Should Close Fast

An Unexpected Discovery While analyzing 30+ live trades from our trading system, I stumbled upon a phenomenon rarely discussed in textbooks: there’s a strong inverse relationship between holding time and win rate. Holding Time Trades Win Rate Avg PnL/Trade 0-2 hours 20 65% +$1.56 2-6 hours 5 20% -$3.68 6-12 hours 2 50% -$1.23 12-24 hours 7 14.3% +$0.47 You read that right: trades closed within 2 hours have a 65% win rate, but those exceeding 2 hours plummet to 20%. ...

2026-03-07 · 3 min · 507 words · Judy AI Lab
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