{"key":"idea-perrun","idea":"perrun","tuning_paired":{"n":256,"mean_diff":0.0019953969884309863,"se":0.020399096266198898,"worst5":[[60191,-1.093],[60025,-0.788],[60052,-0.729],[60121,-0.712],[60030,-0.621]]},"holdout_paired":{"n":2048,"mean_diff":0.02249062245618802,"se":0.007481065277975429,"sum":46.060794790273064,"sumsq":235.6611509385471,"worst5":[[10387,-1.36],[10475,-1.351],[10401,-1.186],[11950,-1.179],[10923,-1.039]]},"misread_rate":{"lattice":0.1623946196942478,"mine":0.16193660026418893},"price_error_bps":{"lattice":13.647647707656684,"mine":13.630656249957166},"gas_estimate":"Literal Python: 12 scalars, 31-35 kernel words; ~20 scalar ops/callback plus sqrt and 31-35 exp per >=32-step update. Gaussian port omits kernels (~8 scalars): rough +5-10k gas normally, +30-50k/update. Estimates only; no EVM measurement or full-port gas qualification.","code_zb64":"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","code_sha256":"739ae31802a8db7198aa3370c6fc4d9bf50bf8557e33f6af402183bf375215b0","notes":"Blind online adaptation only: posterior-weighted retail callbacks estimate rho (1500-step prior); 32-step price-estimate moves estimate sigma (350-block prior, calibration 0.866). All tuning/calibration used 60000..60255; the baseline scoring command ran once. Tried uncorrected sigma, same-step-only rate counts, sigma-only and rate-only ablations. Raw sigma variance was biased ~15% high; correcting it reduced classification/price error, but tuning edge stayed flat (+0.0020, SE 0.0204). Selected the corrected soft-count combined policy, then locked its source before holdout. Final 2048 contiguous holdout seeds were scored once in four 512-seed run.py commands: +0.022491, SE 0.007481 versus lattice. This misses the +0.3 promotion bar; no board/engine entry was made. Misread and price RMS fields pool tuning callbacks; true flags/prices are visible only to run.py's diagnostic wrapper. Archive contains code, exact paired differences, diagnostic totals, ablations, checks and reproduction instructions for the pinned reference folder. code_sha256 hashes uncompressed tar bytes. No packages installed. Gas is an estimate for transferring the estimator to a Gaussian port, not a measured full lattice port. Next: independently validate the own-fill-rate-to-rho calibration before any port."}