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♟ SAMUEL ENHANCED — Vercel Edition

Arthur Samuel's 1959 self-learning checkers AI — Vercel enhanced version.

Enhancements over vanilla

  • Score tracker across multiple games
  • 3 visual themes: IBM Red, Noir, Wood
  • Particle burst on captures and wins
  • Hint system (asks the AI what it would play)
  • Last move highlight on board
  • Persistent scores via session state
  • 9-ply depth option for maximum difficulty
  • Watch mode: see Samuel's Alpha vs Beta self-play loop live

The History

Arthur Samuel coined "machine learning" in 1959. His checkers program on the IBM 701 was the first AI to improve by playing against itself — the Alpha/Beta self-play loop that directly inspired DeepMind's AlphaGo (2016).

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Samuel checkers AI — enhanced Vercel edition

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