Explainable solver lab

Why can two poker choices both make sense?

This tiny poker game lets us check every possible deal and every legal action. That makes it a safe place to learn the logic behind a strategy—not just copy a chart.

Toy poker2 players6 cardsfixed bets

Why not always bet the queen?

The middle card can use two plans

You act first

No betting yet

Your cardQ
Public card—
Pot now
2
Cost to continue
0

Checking and betting finish almost even, so this strategy keeps both choices available.

How often it uses each choice

Choose an action to inspect what happens next.

These are approximate frequencies from the saved solution. A higher percentage does not turn a close choice into the only correct choice.

Follow the evidence

  1. Before anyone acts, the opponent has a jack 40% of the time, a queen 20%, and a king 40%.
  2. Across every possible public card and later choice, the two plans are only 0.0015 chips apart.
  3. The saved strategy checks 48% of the time and bets 52%. These percentages are approximate, but the near-tie is the useful lesson.

Actions change the range

These chances use only what you can know: your card, the public card, and the actions so far.

J40.0%
Q20.0%
K40.0%

How the hand ends

After this choice, both players return to the saved strategy.

Opponent folds22.5%
You fold now or later13.2%
Win at showdown22.0%
Split at showdown14.9%
Lose at showdown27.4%
Expected chip change from now
+0.865
Whole-hand result, including chips already paid
-0.135
Exactly what these numbers mean

An action value is the average result if this situation repeats, you choose that action once, and then both players follow the saved strategy. It is not a promise about one hand.

“From now” leaves chips already paid in the past. “Whole hand” counts the ante and every earlier bet. The difference between two actions is the same either way.

This is Leduc poker, a two-player teaching game. Its percentages do not transfer directly to a normal hold'em table.