Eval Integrity: How We Found the Leakage and Why Our Baseline Lied

We audited our own pattern-embedding evaluation and found 53% of held-out samples had same-symbol training neighbors within 20 days. Here's what we changed — and why agent developers should demand this kind of rigor from any historical-pattern API.

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