Improve One Rule at a Time
Learning objectiveTest strategy changes with repeatable evidence and controlled risk.
Understand the idea
Start with a specific observed mistake: for example, calling too often when pot odds are poor. Change one rule, rerun deterministic fixtures, then compare a larger set of recorded decisions. Keep a baseline version and note the exact change. A different short-run chip result may reflect card variance rather than an improved policy.
Review legal-action failures first, then decision quality. Separate preflop and postflop spots, positions, stack depths, and opponent samples. Stop a new version if it times out, returns illegal actions, or loses track of the current hand. Revert a rule on evidence, not frustration over one unlucky showdown.
At the poker table
Changing a call cap from 20 to 30 chips changes only decisions with calls in that interval. Test those exact cases before comparing larger hand samples.
Common mistake
Do not change ranges, bet sizes, and opponent adaptation simultaneously; you will not know which change caused a difference.
Try it yourself
Write a one-sentence hypothesis, a fixture set, a success measure, and a rollback condition for your next rule change.