# qa3: qm-2 on fresh real-engine seeds 9613824..9614079, paired vs trim-1, t03, IB

Policy credit: the Gaussian-filter fee policy and the qm tables are Taylor's (gtmcknight), solved by dynamic programming in github.com/gtmcknight/amm-sim (research/solved). qm-2 and trim-1 are ports of that policy by other workers of this goal; this item only scores them.

## Outcome

On all 256 seeds qm-2 beats trim-1 by +0.914917 (se 0.043236, wins 237/256), t03 by +2.296208 (se 0.081232, wins 250/256) and IB by +3.076239 (se 0.090437, wins 256/256) in mean submission edge. **However, qm-2 fails the gas limit on the real engine: 9 afterSwap OutOfGas over the 256 seeds, and its peak successful afterSwap was 248,895 gas, above 245,000.** trim-1, t03 and IB had 0 OutOfGas. A successful call at 248,895 shows the engine's own gas accounting/limit is not on the same scale as the nominal 245,000 cap (trim-1's and qm-2's own reports noted the same), but the OutOfGas count is the engine's verdict and qm-2 does not meet the brief's '0 OutOfGas on the real engine' limit. gas_stats is per chunk, so which seeds held the OutOfGas calls is not known; the per-chunk table shows which chunks did. The paired figures below count every seed as the engine scored it, OutOfGas callbacks included (no seed was excluded).

## Setup

- amm-challenge cloned at 6b6921f8d463314aa7c96234e1be25a25245f704 (inside this worker's workspace, under its scratch area); the goal's 8-line setup script (the '### setup.sh' block of artifact e8c967d6...) was saved byte-exact as scratch/setup.sh and run once from the checkout root; it ended `Strategy 'StarterStrategy' validated successfully!`. Wheel sha256 check passed.
- Platform: Linux x86_64, 4 CPUs, n_workers=8 in run_batch.
- Engine: each arm alone vs the 30 bps VanillaStrategy, `amm_sim_rs.run_batch(bytecode, VanillaStrategy, configs, 8)`. Configs come from calling the real `MatchRunner._build_configs` (BASELINE_SETTINGS, nominal sigma/rate/size, BASELINE_VARIANCE, as the `amm-match run` CLI builds it) with its loop index set to the assigned seeds, so for each seed `default_rng(seed)` draws size, rate, sigma in that order and the sim seed = seed. Score = `edges['submission']`. Chunks of 32 seeds, one engine process each; `gas_stats_reset()` before and `gas_stats()` after each chunk; each chunk was refused if its state file already existed, so every seed ran exactly once per arm. Order: all qm-2 chunks, then trim-1, t03, IB. No command exceeded 8 minutes (longest chunk 37.9 s).

## Arms

| Arm | sha256 (matches brief) | getName | runtime bytes | amm-match validate |
|---|---|---|---:|---|
| qm2 | `50a741b97a7ed79237ecbd34a4bc20b5c70b7872d8916f31dc3fe3f72b4fe859` yes | TaylorGaussianQmSpline | 19,346 | pass |
| trim1 | `d849c5f15d69499560b5c3ea08f55ad27153b393eba7abb7dd186f451ad46a24` yes | TaylorGaussianPlainNet2 | 16,077 | pass |
| t03 | `cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9` yes | censored_10 | 14,654 | pass |
| IB | `301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686` yes | inputs_b | 14,528 | pass |

qm-2 = Solidity block under '## Strategy.sol' of artifact e50ab7b9...; trim-1 = Solidity block of fce772b9...; t03 = zlib(base64(code_zb64)) of 2333ecf2...; IB = the same from afd5183e.... All four sha256 values equal the brief's. t03 and IB report getName 'censored_10' and 'inputs_b'.

## Paired differences (qm-2 minus arm), engine edge, seeds 9613824..9614079

se = sample SD of differences / sqrt(n). wins = seeds with diff > 0.

| Pair | n | mean_diff | se | wins | worst5 (seed, diff) | best5 (seed, diff) |
|---|---:|---:|---:|---:|---|---|
| qm-2 - trim-1 | 256 | +0.914916967 | 0.043236401 | 237 | (9613933, -2.665403), (9614042, -0.960098), (9614052, -0.877985), (9613955, -0.860945), (9613826, -0.651479) | (9613858, +2.622218), (9614048, +2.426287), (9613917, +2.416719), (9613851, +2.382577), (9613855, +2.240964) |
| qm-2 - t03 | 256 | +2.296208092 | 0.081232370 | 250 | (9613850, -0.472243), (9614007, -0.382331), (9614042, -0.257174), (9613902, -0.194067), (9613849, -0.176111) | (9613921, +6.823130), (9613877, +6.150335), (9614079, +5.857541), (9613833, +5.800226), (9614072, +5.673561) |
| qm-2 - IB | 256 | +3.076239005 | 0.090436927 | 256 | (9613849, +0.012016), (9613965, +0.357105), (9613857, +0.455049), (9614027, +0.492511), (9613990, +0.627104) | (9614079, +8.273722), (9614029, +8.139882), (9613891, +7.186417), (9613833, +7.092512), (9613963, +6.642870) |

Mean submission edge per arm: qm2 535.221615807, trim1 534.306698839, t03 532.925407715, IB 532.145376802.

## Gas: Submission afterSwap (engine gas_stats)

Totals over all 8 chunks. Peak = max_ok_gas (largest successful call); mean = sum_ok_gas / ok. Reverts, other_halt, tx_error and bad_return were also counted.

| Arm | calls | OutOfGas | reverts | other_halt | tx_error | bad_return | peak | mean | afterInitialize peak |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| qm2 | 2,814,165 | 9 | 0 | 0 | 0 | 0 | 248,895 | 155,167.06 | 140,543 |
| trim1 | 2,789,158 | 0 | 0 | 0 | 0 | 0 | 233,577 | 131,472.22 | 140,363 |
| t03 | 2,793,447 | 0 | 0 | 0 | 0 | 0 | 237,441 | 135,475.41 | 243,234 |
| IB | 2,771,010 | 0 | 0 | 0 | 0 | 0 | 234,836 | 135,149.17 | 243,227 |

Per chunk (first seed of chunk: calls / peak / OutOfGas):

| chunk | qm2 | trim1 | t03 | IB |
|---|---|---|---|---|
| 9613824 | 361,865 / 247,763 / 1 | 358,745 / 220,959 / 0 | 357,760 / 227,730 / 0 | 355,095 / 231,917 / 0 |
| 9613856 | 352,459 / 244,868 / 0 | 349,121 / 221,489 / 0 | 349,246 / 235,405 / 0 | 346,551 / 234,836 / 0 |
| 9613888 | 346,460 / 244,186 / 0 | 343,727 / 222,869 / 0 | 344,851 / 232,600 / 0 | 342,358 / 231,950 / 0 |
| 9613920 | 349,077 / 248,573 / 0 | 345,545 / 218,876 / 0 | 346,885 / 232,506 / 0 | 343,954 / 231,941 / 0 |
| 9613952 | 348,923 / 243,903 / 6 | 345,661 / 233,577 / 0 | 346,812 / 232,494 / 0 | 344,092 / 231,862 / 0 |
| 9613984 | 348,125 / 244,645 / 1 | 345,003 / 229,039 / 0 | 346,345 / 232,691 / 0 | 343,378 / 232,002 / 0 |
| 9614016 | 347,389 / 244,149 / 0 | 344,154 / 226,394 / 0 | 345,015 / 232,379 / 0 | 342,354 / 211,577 / 0 |
| 9614048 | 359,867 / 248,895 / 1 | 357,202 / 228,643 / 0 | 356,533 / 237,441 / 0 | 353,228 / 213,416 / 0 |

## Time

Seconds per seed per arm (run_batch wall time / 256, 4 CPUs, 8 workers): qm2 1.036, trim1 0.759, t03 0.647, IB 0.642.

## Seeds not run

None: qm2 0, trim1 0, t03 0, IB 0 missing. IB was not dropped.

## Per-seed engine edges (9 decimals)

```csv
seed,qm2,trim1,t03,IB
9613824,584.999641169,583.121000590,581.700999133,581.305919621
9613825,553.428884189,553.196429993,550.673258375,550.468083355
9613826,793.512335173,794.163813996,792.222205809,789.544854495
9613827,667.681113478,666.987889187,662.733052618,661.877068737
9613828,670.786683311,670.627266152,667.834558930,666.444805274
9613829,461.623131474,461.427195288,459.141360728,459.563105412
9613830,562.652230003,561.696062270,559.883718684,559.138628252
9613831,645.426627986,644.315647789,643.006195618,642.459901560
9613832,568.679607257,567.437353475,565.701625327,563.998352925
9613833,569.176359442,567.766161369,563.376132946,562.083847264
9613834,517.458845574,517.453408981,516.824431064,515.241823783
9613835,415.709355403,415.182903942,415.370265392,415.028332951
9613836,631.987637953,631.689815646,629.433174746,629.218766487
9613837,520.364461463,519.143274931,518.630047835,517.807220771
9613838,536.075397043,533.969985953,533.275146515,532.741904250
9613839,440.236688258,439.572174353,437.831588822,436.951835303
9613840,578.752682277,577.684144749,576.080879626,575.981101397
9613841,491.997118785,490.906745131,489.597344700,489.922880603
9613842,569.992348537,569.986167837,567.782024425,567.716286280
9613843,612.846582959,611.519079634,609.444882105,608.523760124
9613844,628.088956268,628.555530879,627.257993090,626.222253330
9613845,569.028303732,569.330536105,566.473095180,566.183970031
9613846,484.730330717,482.693150796,482.222289727,481.215251347
9613847,552.600178506,553.139040403,551.032912687,550.552663914
9613848,579.527066890,577.895014087,575.954542899,575.853570576
9613849,642.025508329,640.280540380,642.201618867,642.013492490
9613850,382.267276582,381.371539712,382.739519372,381.328099089
9613851,695.475694756,693.093118041,691.038942102,689.095846376
9613852,532.924768514,531.605743942,530.984121356,530.460071074
9613853,573.550942499,572.845484407,572.811964507,571.067141728
9613854,649.224167963,647.423067322,647.108491953,647.324416411
9613855,479.213797366,476.972833459,475.458132715,474.866558408
9613856,477.773079943,477.128413096,475.540090032,472.827940426
9613857,461.576137439,460.651687697,461.568412287,461.121088733
9613858,712.926963070,710.304745087,708.600411728,708.356378671
9613859,600.576914218,600.549530079,597.018338642,596.166495860
9613860,400.476330076,400.772162858,400.317003423,399.434108761
9613861,381.300396252,380.382496622,380.929946848,379.635058985
9613862,588.293412094,587.296905841,586.754896640,585.188851335
9613863,631.817410125,631.125476071,628.555638122,626.177540896
9613864,532.977722746,532.386330122,529.568313907,529.247109955
9613865,572.523041481,571.998867263,568.089539325,568.554694599
9613866,634.560039067,634.145619954,631.927349160,630.862341904
9613867,500.080219885,498.554185519,498.314052793,497.826499122
9613868,622.101754051,620.473645821,618.563295339,617.659907913
9613869,399.601461457,398.812851084,397.100606943,397.720052293
9613870,536.573124174,535.700790505,535.072048520,534.489086230
9613871,614.319341364,613.159879350,612.741840390,612.273243061
9613872,568.854316612,567.722298138,565.116703212,563.700025892
9613873,566.504584167,565.736440256,564.923283165,562.506265153
9613874,591.525659974,590.525270307,589.533735221,589.251137916
9613875,557.379006288,555.792011178,554.740121829,554.348200793
9613876,396.131000457,395.569728243,394.672121629,394.124725466
9613877,729.308514444,727.165388018,723.158179796,723.112338224
9613878,377.478502214,376.585178259,376.711051854,375.047674823
9613879,585.517112006,584.613088283,581.692831569,580.033681833
9613880,419.921364600,419.456955880,418.297583341,417.837008333
9613881,580.124175802,578.917468586,578.734490819,578.232624647
9613882,614.536419515,614.111872255,612.675898679,611.697853035
9613883,393.614892927,392.739183982,393.099228266,392.369696889
9613884,514.560516308,512.747974027,513.404741698,512.645713220
9613885,620.731892202,618.940542124,619.035761632,618.789701918
9613886,584.438159263,584.464648716,582.869014735,582.312280451
9613887,457.948678122,455.832904879,455.598203599,455.507718310
9613888,465.156310797,464.139671700,462.874780149,461.623050739
9613889,392.104465054,390.797985515,390.694129484,390.196327662
9613890,572.764486473,572.015210807,569.004264289,569.284322076
9613891,588.272425384,587.632765189,582.657709959,581.086008534
9613892,581.897285175,580.815891629,578.776321950,578.161001524
9613893,513.782161882,513.745568649,512.012537629,511.306815971
9613894,660.082574481,658.725879077,658.593116412,657.179601387
9613895,363.933826623,363.411672477,362.373118477,361.710611848
9613896,631.436753002,630.140535061,627.680662584,627.324962991
9613897,478.458515793,476.457078058,475.898100101,474.702780459
9613898,361.017331238,359.944938049,359.395414378,358.161389729
9613899,452.988804455,452.145786150,451.236229019,450.637456255
9613900,454.144519261,452.902049362,450.167065388,449.447075777
9613901,426.873234884,425.495588464,426.381377396,425.701594386
9613902,490.880720268,489.642579826,491.074787425,489.953696246
9613903,521.037306162,520.343034791,518.597419904,516.681669554
9613904,552.942052423,552.670568314,551.879636196,550.155182033
9613905,531.819100760,530.306612079,528.715463449,527.963533253
9613906,650.930703811,649.431364548,649.790594334,647.804613376
9613907,607.332781223,606.835014293,605.109793979,604.163372529
9613908,500.836861963,499.462280353,499.533290936,498.575078116
9613909,470.162907432,469.091077278,469.312345495,468.142939378
9613910,611.307916890,609.651896615,607.587539299,606.475703616
9613911,492.336443915,490.772785848,489.594890748,488.553601168
9613912,513.352667058,511.663673485,509.950277773,507.376677183
9613913,612.262873549,611.185365101,610.219077625,608.344758326
9613914,468.694906590,468.824669131,468.001263149,467.594204651
9613915,496.926055057,497.048538161,494.821380572,494.031685139
9613916,472.323955940,470.448667771,470.420873275,469.783327932
9613917,487.922441920,485.505722595,485.538364475,483.996344364
9613918,577.037469509,576.620697745,572.645064827,573.441375706
9613919,483.382110314,482.193819856,481.623721669,480.268706514
9613920,382.786870532,382.130886228,381.399258788,380.500787539
9613921,791.284067601,791.276982846,784.460937616,785.717802812
9613922,404.296996842,403.706454232,401.968860895,400.639764124
9613923,450.590346630,450.885404555,449.171043582,448.250328106
9613924,594.987994461,593.772867634,591.017129039,591.332119131
9613925,625.037499785,625.070123155,623.547467129,623.493255289
9613926,687.828047824,687.963708457,684.876363253,683.660663472
9613927,421.279093103,420.682966246,420.172038749,419.117927402
9613928,437.748692961,436.307692511,436.073731992,436.214838017
9613929,414.002306715,413.221380598,410.860208700,410.225954392
9613930,435.309745047,434.307618263,434.127164940,433.002040816
9613931,605.671532404,604.652389307,602.240817493,601.509616630
9613932,618.975277043,618.497490073,615.650751280,613.607136314
9613933,740.437646625,743.103050047,737.773985303,737.556460753
9613934,417.183409659,416.520803864,416.166328058,415.317259115
9613935,582.429776310,581.684882278,580.601910999,580.696716509
9613936,616.491996061,615.916577790,612.286441300,610.931686042
9613937,412.132621486,410.639456687,410.635959904,410.611850870
9613938,531.256634840,530.464589383,528.859677686,528.719925900
9613939,549.817956996,549.054285980,546.841177759,545.758374219
9613940,517.815603826,516.681154001,515.593887153,514.434417493
9613941,392.533018959,391.296651973,391.281631621,390.651382828
9613942,437.428982922,436.716117571,435.886676066,435.311636286
9613943,503.053176046,501.655243186,500.886573359,500.652072910
9613944,415.980096676,414.994396286,414.057634218,414.456882538
9613945,692.110575218,691.229419106,690.508959962,689.740508749
9613946,569.198815234,567.290124379,565.630147153,565.908391011
9613947,406.063959844,404.759400534,404.555939474,404.504149257
9613948,475.491544103,474.195821123,473.655375585,472.914728729
9613949,451.845963419,449.913926358,448.228956928,448.226457536
9613950,519.877144733,518.398038032,517.576559099,516.201773634
9613951,498.237762417,497.940766912,495.822774215,493.958177023
9613952,600.859987221,599.259424852,597.834172551,597.328485066
9613953,676.270630215,674.550620914,670.943743890,670.110720794
9613954,471.026291996,469.740438669,468.893064115,468.894791431
9613955,621.586499468,622.447444375,618.098804660,616.807655592
9613956,441.751621419,440.973046856,439.443804542,440.823673941
9613957,474.905675863,474.615722936,473.265140769,473.525202983
9613958,704.980865211,703.668330453,701.219724747,698.559529122
9613959,430.700345740,430.390108179,430.072872040,428.834840286
9613960,547.274989906,546.306066027,545.883296753,544.528100257
9613961,391.741892862,390.981525308,391.042565747,390.335410390
9613962,543.444146991,542.807804461,542.833444107,542.599478454
9613963,604.062457725,603.001306940,599.727012984,597.419587922
9613964,478.747784893,478.199728972,476.279049747,474.856250614
9613965,495.721059340,495.038333698,494.203895542,495.363954085
9613966,470.293346730,469.631021874,467.766179952,467.445638156
9613967,510.839572126,511.018212918,510.531561067,510.119188982
9613968,391.395078194,389.966582143,389.862758895,388.963892254
9613969,455.549956983,455.206653869,455.034211245,454.165615766
9613970,488.057238441,486.538428268,486.222437824,485.449170544
9613971,605.486732202,605.136577995,602.944184467,602.003985888
9613972,561.964368449,560.734917574,558.310244293,556.665080811
9613973,564.062681026,562.928293507,560.728263898,560.467436715
9613974,562.721576956,561.605038000,559.665670143,559.469678003
9613975,410.956677381,410.315513370,410.118812946,409.496514316
9613976,581.453623026,581.276844107,580.151279151,579.694923963
9613977,541.852018728,540.609657599,540.755615450,538.918353605
9613978,471.583311613,469.686674958,469.287256937,469.255564111
9613979,419.514358705,418.142933644,419.147629163,418.819404186
9613980,543.676730291,542.054463941,540.406134622,539.952045795
9613981,579.821115834,578.277147018,576.350847122,575.654107890
9613982,671.583022133,670.683281876,666.073454976,666.330564542
9613983,497.573661136,496.202212476,493.892295386,494.643236294
9613984,678.880744371,676.996235821,674.822165928,675.110925013
9613985,621.684956210,620.235176358,617.991101201,617.191159475
9613986,493.438429934,492.415646241,491.176393997,490.574089561
9613987,595.093894920,594.431898069,592.145301666,591.951859948
9613988,447.468521873,445.784419174,444.961248894,444.862445592
9613989,512.162439457,510.794714547,509.879810845,508.744018337
9613990,374.612094335,373.248998711,374.724815013,373.984990070
9613991,504.221678853,503.084063197,502.433996868,501.838996615
9613992,389.662220145,388.038368065,389.002320164,387.525219217
9613993,622.151691901,622.703696251,619.433233114,618.795801370
9613994,660.476516438,660.147106062,656.668501903,656.337518528
9613995,555.830704293,555.669267646,554.656268633,554.793997556
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