Evidence-First Exploits: Test a Specific Opponent Tendency

Define a testable deviation
An exploit is a response to a specific opponent tendency, not a permanent label such as “always bluffs.” Specify position, action line and size, and identify what evidence would change your view.
Use relevant opportunities and uncertainty
Neither 20,000 total hands nor two weeks of repetition proves an exploit. A rare node can remain poorly sampled inside a large database, and observed showdowns do not represent all hidden hands. Keep formats and situations separate and consider selection bias, dependent observations and changing opponents.
Compare plausible models before changing play
- Write the baseline and the hypothesized opponent deviation.
- Count the matching opportunities rather than all hands.
- Check whether an adjustment remains reasonable if the estimate is wrong within a plausible range.
- Document the change and a reason to reduce or reverse it. Review action evidence separately from short-term results.
The site's equity and solver tools can help compare assumptions, but do not verify hidden opponent cards or automate an exploit policy. A winning sample alone is not proof of positive long-run EV.