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    <title>Look-Ahead-Bias on rollbrains</title>
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      <title>The Anatomy of Look-Ahead Bias: How Algorithmic Backtests Lie (And How to Audit Them)</title>
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      <pubDate>Sun, 31 May 2026 00:00:00 +0000</pubDate>
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      <description>Discover the three systemic defects of AI-generated backtests—daily ATR leakage, dynamic stop-loss illusions, and Pandas offset snooping—and implement robust causality boundaries to prevent live trading bankruptcy.</description>
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