NEXT context20 saved points · 120 calls · offline replayJudgmentOffOnNext milestone35/4040/40Good tactic37/8068/80Repeated failure17/402/40Wandering7/401/40NEXT off37/80NEXT on68/80
Decision modelsLive runsModelResults/stepOpus 5.5All passes + both portal entries5–8GPT-6-Sol0 → 8/10 frame blocks; 3 continuations~19Fable 5.1Full kit; no portal progress—Sonnet 5.5Early Commander / Direct v1; 0/20 stage passes*—*With Opus escalation. Builds and starting states differ.
Motor policiesOffline onlyControllerProbeResultVPTBaseline + recurrent replayEvaluated; no live deploymentSTEVE-1 + MineCLIP“Chop a tree”Aimed at logs 3–4× faster than random; found them no more oftenROCKET-3 + SAM 2Aiming16/39 targets reached; 4 held attacks
Run cost200–800decisions / attempt30steps / chapter limit150ktokens / chapter limit~1,555image tokens / 4-view scanGame ticks freeze during inference. Wall time continues.