Ranked by evidence, not stars.

When benchmarks start running, the leaderboard shows verified Lift per category and per model — CI whiskers and trial counts always visible, never bare ranks.

• Verified Lift: confidence interval excludes zero
• Held-out tasks, rotated regularly
• Negative Lift published with equal prominence
• Money never touches the ranking — ever

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