OpenClaw

validator-correlated-judgment

Helps identify when multiple attestation validators share training data, model architecture, or organizational upstream — causing correlated blind spots that make multi-validator attestation no stronger than single-validator. v1.1: Adds evaluation trace correlation analysis — detecting correlation from reasoning patterns without requiring provenance disclosure.

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openclaw/skillsskills/andyxinweiminicloud/validator-correlated-judgmentMarch 14, 2026
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Install command

python "$CODEX_HOME/skills/.system/skill-installer/scripts/install-skill-from-github.py" --repo openclaw/skills --path skills/andyxinweiminicloud/validator-correlated-judgment
Tell me the task — I'll narrow the agent shortlist.