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fraction", "call pot odds", "stack fraction", "opponent stack fraction", "effective SPR fraction", "own bet fraction", "current bet fraction", "committed fraction", "opponent street raises", "own street raises", "opponent total raises", "opponent preflop raises", "opponent last action", "opponent last sizing", "observed VPIP", "observed PFR", "observed fold rate", "high hole rank", "low hole rank", "suited", "pair", "made category", "board category", "first kicker", "board suit concentration", "hand suit concentration", "straight window", "hole board matches", "pocket coverage", "dynamic coverage", "pocket likely", "dynamic likely", "pocket board alignment", "zone transition", "pocket zero away", "pocket one away", "pocket two away", "pocket three plus", "dynamic zero away", "dynamic one away", "dynamic two away", "dynamic three plus", "dynamic mean", "dynamic standard deviation", "check", "call", "raise", "commitment fraction", "raise pot ratio", "all in", "remaining SPR fraction", 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lower budget.", "Hand counts exclude sampled equity runouts.", "Adaptive learning means iterative offline WSRF refits, replay and checkpoint selection. Browser forests are fixed; public HUD observations adapt during play.", "Two paired seats share a deck. Approximate intervals group those seats; opponent HUD and match dependencies can add uncertainty.", "The controlled ablation compares final-round fits on identical replay data; each evaluated policy induces its own subsequent state distribution.", "Policy performance is measured against these local opponents; no professional/GTO strength claim is made." ] }