abouthow to learn

About Outs

Outs teaches no-limit hold’em from first principles: what to do, and why the maths says so. It is free, needs no account, and has no ads.

what’s here

14 short lessons in four parts, 12 animated explainers of the maths, 8 timed drills, 5 famous hands replayed decision by decision, 2 games against bots that play solved strategies, and a glossary of 85 terms. How to learn shows the route through it.

how the numbers are checked

A course about maths should get the maths right. Every number on the site is held to these rules:

  • Computed, not typed. Where a number follows from the cards and the bets, the page works it out. Equities come from evaluating every remaining board, not from estimates.
  • Checked independently. The hand evaluator is compared with a second, separately written evaluator on tens of thousands of random hands, and they never disagree.
  • Solved where it can be. The Kuhn poker bot plays the game’s exact equilibrium. The push-or-fold chart comes from exact all-in equities over all 1,712,304 possible boards for every pair of hands.
  • Tested on every change. An automated test suite recomputes the numbers the lessons and explainers state, so a figure and its sentence can’t drift apart.
  • Sourced when it’s history. The famous hands come from published hand histories, checked against each other. Where sources disagree, the page says so; amounts nobody recorded aren’t shown.
  • Labelled when simplified. The play-or-fold drill uses a teaching chart, not solver output, and says so.

where it comes from

The explainers list their sources: papers that solved poker, from Kuhn (1950) and Nash to Libratus and Pluribus, and these books:

  • The Theory of Poker, David Sklansky (1987)
  • The Mathematics of Poker, Bill Chen, Jerrod Ankenman (2006)
  • Thinking in Bets, Annie Duke (2018)
  • Applications of No-Limit Hold’em, Matthew Janda (2013)
  • Modern Poker Theory, Michael Acevedo (2019)
  • Theory of Games and Economic Behavior, John von Neumann, Oskar Morgenstern (1944)
  • The Poker Face of Wall Street, Aaron Brown (2006)

Start with pot odds if you want the maths first.

who made it

Made by Chirag ↗.

play responsibly

Outs teaches poker; it never takes bets. If you play for money, read responsible play.