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python3 -I, CPython 3.13.5","max_recorded_single_command_seconds":275.331539,"recorded_choose_seconds":{"combo_base":140.700244,"combo_full":114.805243,"combo_gate1":137.57159,"combo_gate2":139.920891,"qt1":76.303257,"two_base":127.780667,"two_full":114.394512},"recorded_report_seconds":{"combo_base":275.331539,"combo_full":223.727849,"qt1":137.625213,"two_base":240.103069},"unrecorded_runtime":"The remaining completed report checkpoints did not emit timing text after process exit; no duration is inferred.","workers":14},"seed_coverage":{"choose":{"complete":true,"n":1024,"start":64000,"stop":65023},"default_configs":true,"fresh_policy_per_seed":true,"n_steps":10000,"report":{"complete":true,"n":2048,"start":10000,"stop":12047}},"task_findings":{"asymmetry":"False-arb and false-retail counts are reported in every stratum; bins around pi=.4-.6 carry the largest classification error.","intervention":"For full and bucket policies only, pi is replaced by 1/0 from the true callback flag before posterior, phase, rival, and quote updates; no p, s2, j, or hidden initial configuration is read.","invariance":{"base_combo_fixed_callback_hidden_inputs":true,"note":"Changing only arb,p,s2,j on three identical live callbacks produced identical fees and carried live state for non-oracle COMBO."},"nonadditivity":"Bucket effects are path-dependent and nonadditive; they are oracle diagnostics, not composable deployable gains.","observable_feature_proposals":["prior own-step count plus timestamp gap","own-leg callback size","time since an inferred arb pin","pi calibration / posterior uncertainty"],"selection":"The two bucket rules were selected only on choose by highest error_count among joint bins with n>=50000 and error_rate>=0.25."}}