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CHARM

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C3 AI 5

Sync the CHARM skill + AD demo with the one-call best recipe (PR #1590 in the source repo).

• SKILL.md 'Detect without labels' bullet now starts users on charm_knn_scores (clean reference) / charm_zero_shot_scores (none) instead of the single-scale building blocks.
• demo_retrieval_anomaly_detection.ipynb imports the two one-call functions at the top and adds a 'Start here - one call' section before Approaches A-D, so the first runnable AD path is the VUS-PR 0.631 recipe rather than the weaker single-window min-max pipeline.