---
name: marketpilot-strategy-lab
description: "Run a chronological training/holdout breakout study and audit for look-ahead, sample size and parameter overfitting."
---

# MarketPilot AI Strategy Lab

Run `marketpilot strategy-lab --csv <OHLCV.csv> --split 0.7 --lookbacks 10,20,30 --rewards 1.5,2,3 --stops 1,1.5,2`. Confirm chronological input and bar interval. Parameters are selected on the training segment only; the chosen set is evaluated once on a later holdout. Explain next-bar-open entries, ATR stop, same-bar ambiguity, fee approximation and sample counts. Do not rerun parameter selection on the holdout or promote a top in-sample result as evidence of edge. A no-trade or insufficient-sample outcome is a valid result. Recommend additional instruments, regimes, costs and out-of-sample periods before any claim.