---
project: anomaly-atlas
document: Validation methodology
author: Simon-Pierre Boucher
contact: contact@spboucher.ai
data_source: hfmarketdata.io
created: 2026-08-12
status: draft
---

# Validation methodology

*Phase 9 output. Not yet written.* The pre-registered protocol that turns
(hypothesis + universe + split) into a confidence-labeled atlas entry.