Simplify Your Poker Strategy Without Leaking EV
Chasing solver precision you cannot execute leaks more EV than clean simplification ever will. The precise strategy fails in two ways at once: you burn scarce in-game bandwidth reconstructing it, and when you inevitably misexecute, you leave a range without a hand class, which is the expensive kind of mistake. Simplification trades a sliver of theoretical EV for the guarantee that neither failure happens. Three rules do most of the work.
Round 80-90% to 100%. When the solver bets 80-90% of a range, bet all of it. When it checks 80-90%, check everything. The theoretical cost is minuscule next to the risk of splitting the range wrong and leaving one side vulnerable. You can even hold total pressure constant while you do it: a spot that bets 60-90% of hands for a third of pot converts cleanly to betting 100% of hands for a sixth of pot. Same money in, no live decisions, nothing exposed.
Default to the bigger size. When a solver uses two sizings at comparable frequency, or even mildly prefers the small one, take the large one. This sounds backwards and is not. With a big bet, selecting hands is intuitive: value that is good 90% or better, plus a matching count of bluffs. A small-bet strategy demands heavy mixing for board coverage, and humans butcher it in a consistent direction, betting too many flushes, two pairs, and sets because they all "can bet small." That guts the check-back range, and the damage surfaces two streets later when your checking line holds nothing but one pair. A big-size strategy keeps your ranges uncapped almost by default, because the hands that would hollow out your checks never qualify for the bet.
Every simplification is still a deviation, so run the incentive check before adopting one: what does this let my opponent do, what does it cost me if they do it, and how likely are they to find it? Most counters fail the third question. Quarter-potting one narrow hand class on a river is clearly exploitable on paper, and the exploit requires an opponent to restructure a checking range in advance for a bet they will rarely face; no human bothers. The out-of-position version of the same move is easier to punish than the in-position one, since your opponent still holds their whole range when the bet arrives. Those are the reads that decide which shortcuts are safe. The same judgment applies to close hands generally: on genuine fringe decisions, quick beats right, because near-equal EV is the definition of fringe and the bandwidth is worth more than the pip. The c-bet frequency data shows which boards come closest to the round-to-100% zone - four clear 80% and none reaches 85%, and the bet sizing reference shows where one size covers the tree.