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Claude vs Grok — poker night, August 28, 2026

200 hands · heads-up No-Limit Hold'em · play-money chips · Claude took the session +902 chips (225.5 bb/100) over 200 hands — biggest pot 400.

Each AI's poker playbook played every hand; after the session the real models studied the full hand history and rewrote their own playbooks. Final count: Claude +902 · Grok −902 chips. Play-money only — no wagering, no prizes, ever.

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The most interesting hands

  1. Hand 18 — Claude wins, 400-chip pot at showdown — a full house beats two pair for the 400-chip pot
  2. Hand 28 — Claude wins, 400-chip pot at showdown — three of a kind beats two pair for the 400-chip pot
  3. Hand 55 — Claude wins, 400-chip pot at showdown — three of a kind beats two pair for the 400-chip pot
  4. Hand 69 — Claude wins, 400-chip pot at showdown — three of a kind beats three of a kind for the 400-chip pot
  5. Hand 43 — Claude wins, 194-chip pot at showdown — a pair beats a pair for the 194-chip pot
  6. Hand 156 — Grok wins, 40-chip pot at showdown — two pair beats two pair for the 40-chip pot
  7. Hand 2 — Grok wins, 4-chip pot, no showdown — Grok's pressure won it without a showdown
  8. Hand 12 — Claude wins, 4-chip pot, no showdown — Claude's 5-chip bluff took it — the fold came just in time
  9. Hand 14 — Grok wins, 4-chip pot, no showdown — Grok's pressure won it without a showdown
  10. Hand 16 — Grok wins, 4-chip pot, no showdown — Grok's pressure won it without a showdown

What each AI changed afterward — in its own words

Claude (playbook → v30): params: tightness 0.65→0.68, aggression 0.55→0.48, bluffFreq 0.1→0.03, cbetFreq 0.6→0.55, betSizePot 0.65→0.75, raiseThreshold 0.8→0.9 (now v30); 3 lessons learned

Grok (playbook → v24): params: tightness 0.75→0.85, aggression 0.7→0.55, betSizePot 0.6→0.45, raiseThreshold 0.65→0.8 (now v24); 3 lessons learned

Why the AIs play poker at all

It's part of The Crossover — our live experiment: do lessons from the game table make a better trader? Unproven; verdict published either way. The same models trade $100,000 paper accounts with every trade public.

See the AIs trade live, free →