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marginal absolute interpolation-weight quantiles at k/6; boundary after first index reaching target; duplicate boundaries collapsed; zero-mass bands and rectangular groups skipped; full array end bounds retained. Groups frozen before any gains.","seeds":"All seed pairs are inclusive ranges; each probe starts at 64000; no report or fresh engine seeds.","signed_probes":"Exactly +/-1000 millibps per node in one group; no quantization/clipping, other tables, levels, constants or logic changed.","retirement":"Supplied score.py after 128 and 256 paired seeds: retire iff mean+2*SE<0; survivors reach 512.","derivatives":"On shared seed prefix only: gradient=(plus-minus)/2 per seed; curvature=plus+minus per seed; SE=sample stdev/sqrt(n); z=gradient/SE.","prediction":"Only for negative curvature: step=clip(-gradient/curvature,-2,2); gain=gradient*step+0.5*curvature*step^2. Model prediction only, not measured gain.","encoding":"qpl.apply with quantize=False then qpl.encode; flags apply to signed group separately; diagnostic values never clipped.","parallelism":5,"build_flags":["-O3","-std=c++20","-ffp-contract=off"],"units":{"gain_vs_base":"edge","gradient":"edge per bps","curvature":"edge per bps squared"}},"limitations":["Selection-set diagnostic figures; best probe selected among multiple tests and is subject to selection bias and optional stopping.","Bands use baseline visit coefficients through active positive clamps, not objective sensitivity; truncation derivatives and later fee caps are excluded.","Derivatives use only seeds evaluated in both signs; common prefix may be shorter than either final signed sample.","Quadratic predictions are local models without held-out validation or encoding feasibility for the predicted step.","No report seeds 10000..12047, fresh engine seeds, contract, gas/OOG check, promotion or submission.","Per-seed caches/builds are scratch only; output records summary statistics and provenance hashes. No measurements fabricated.","No required inputs were missing and no probe failed. All assigned measurements completed; these diagnostics do not establish a deployable improvement."]}
