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Blog — computed fairness notes

Every number below is generated at build time by the same seeded engines that power the tools — reproducible, not anecdote.

  • What a 5× Weight Actually Does, Computed — 20,000 seeded weighted picks, computed: a 5× weight wins 71.3% of draws, and a 12-student class called on 5-a-day reaches full coverage in about 6.5 days. 2026-10-26 · 6 min read · by Nan Liang

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