Tactical Reroll
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Model steps judged after a re-fit of the weights, 2026-10-04

From reports/tiers/2026-10-04-refit-arrival.md , rendered when the site is built.

Each run: tools/ledgerfit.js fits the base (every step switch off) and fits again with the run's switches on, by the same procedure: the seven weights and lands fitted, everything else hibernated at tools/ledger-benchmarks/2026-10-03-step6-baseline.json; ridge λ 0.01 toward the base benchmark's values; the same seeds. Lists: tyr.auspex, tyr.hivemind, tyr.second, tyr.maelstrom, tyr.astrategas, sm.auspexFull, sm.tobias. Yardstick through compute() at each fit (ρ; pairwise on the tiers S to D, as the step log). Leave one list out: each list scored by the fit on the other 6. Noise: each army's SD of mean ρ over the scrambled fits (10 per ledger, the base's and the run's pooled: 20). Hint by the keep rule: KEEP only when the mean ρ and mean pairwise both rise and neither army's mean ρ falls past its noise. A hint; the supervisor decides.

RunMean ρ (base → on)Mean pairwiseTyranids ρSpace Marines ρLeft out: mean ρLeft out: mean pairwiseHintLeft out agrees
base re-fit (against the step-6 weights)0.472 → 0.464 (−0.008)70.1% → 69.7% (−0.4)0.564 → 0.554 (−0.011)0.241 → 0.238 (−0.003)0.472 → 0.460 (−0.012)70.1% → 69.6% (−0.5)––
arrivalKill0.464 → 0.458 (−0.006)69.7% → 69.5% (−0.2)0.554 → 0.541 (−0.013)0.238 → 0.250 (+0.012)0.460 → 0.456 (−0.004)69.6% → 69.4% (−0.2)REVERT: mean ρ −0.006; mean pairwise −0.2 pointsyes (REVERT)

The base row compares the step-6 baseline as it stands (its weights, unfitted; left out is in sample there) with the base re-fitted on the 7 lists. Noise (SD of mean ρ, scrambled fits): Tyranids 0.040, Space Marines 0.102, all lists 0.037 (first run's pool).

Per list (ρ / pairwise, S to D)

ListStep 6Base re-fitarrivalKill
tyr.auspex0.662 / 79.8%0.656 / 79.4%0.643 / 78.8%
tyr.hivemind0.622 / 78.6%0.616 / 78.5%0.602 / 77.8%
tyr.second0.587 / 76.7%0.568 / 75.7%0.548 / 74.6%
tyr.maelstrom0.571 / 71.4%0.554 / 71.0%0.544 / 70.6%
tyr.astrategas0.381 / 65.9%0.376 / 65.5%0.369 / 65.4%
sm.auspexFull0.284 / 63.4%0.281 / 63.2%0.288 / 63.3%
sm.tobias0.197 / 54.9%0.195 / 54.7%0.212 / 55.8%

Left out (each list by the fit on the others), ρ / pairwise:

ListBase re-fitarrivalKill
tyr.auspex0.649 / 79.0%0.643 / 78.8%
tyr.hivemind0.608 / 78.2%0.595 / 77.3%
tyr.second0.556 / 75.2%0.548 / 74.6%
tyr.maelstrom0.556 / 71.0%0.547 / 70.4%
tyr.astrategas0.381 / 65.9%0.367 / 65.4%
sm.auspexFull0.272 / 62.9%0.284 / 63.1%
sm.tobias0.199 / 55.0%0.212 / 55.8%

The fitted knobs

KnobStep 6Base re-fitarrivalKill
lands1.5001.4511.540
wKill498.2411.4373.5
wSoak14.9714.7114.84
wScore9.65210.029.998
wActions1.3061.2921.292
wHold18.8919.8720.35
wPresence2.5152.7392.756
wSpawn15.6515.3415.36

Movers (ranks between the base re-fit and the run's re-fit; letters per list)

arrivalKill. Tyranids: Winged Tyranid Prime 31 → 26 (–/B/B/C/B), Ripper Swarms 38 → 34 (B/C/B/D/D), Exocrine 20 → 23 (A/A/A/S/S), Toxicrene 26 → 29 (–/–/–/D/D), Psychophage 28 → 31 (B/B/A/B/C), Gargoyles 47 → 44 (–/B/B/A/S), Von Ryan's Leapers 4 → 2 (S/B/A/B/C), The Swarmlord 2 → 4 (S/S/A/–/A). Space Marines: Inceptor Squad 41 → 30 (A/B), Terminator Squad 57 → 46 (A/D), Librarian in Terminator Armour 69 → 58 (S/B), Storm Speeder Hailstrike 39 → 29 (B/C), Captain 26 → 36 (A/B), Suppressor Squad 33 → 24 (B/C), Rhino 18 → 26 (B/D), Bladeguard Veteran Squad 37 → 45 (S/A).

Base re-fit against step 6: Tyranids: Neurogaunts 29 → 22 (B/C/C/C/C), Harpy 33 → 27 (D/–/–/F/D), Haruspex 24 → 30 (B/B/A/A/B), Biovores 5 → 1 (S/S/S/S/S), Hive Tyrant 3 → 6 (S/A/S/A/A), Hormagaunts 26 → 23 (S/A/B/A/S), Toxicrene 23 → 26 (–/–/–/D/D), Von Ryan's Leapers 6 → 4 (S/B/A/B/C). Space Marines: Tactical Squad 21 → 16 (B/D), Land Raider 57 → 53 (A/C), Land Raider Crusader 68 → 64 (B/D), Outrider Squad 7 → 4 (A/C), Scout Squad 23 → 20 (S/S), Eradicator Squad with Heavy Bolters 18 → 21 (A/B), Invictor Tactical Warsuit 19 → 22 (B/D), Lieutenant 31 → 34 (S/C).

Checks and run times