{"approach":"Rest at most one bid and one ask, each one tick inside the competitor, and skip sides whose estimated retail capture does not cover adverse-selection risk. A fixed table of aggregate conditional edge moments was fitted only to training seeds 0..199, keyed by competitor spread, direction and age of its last price move, and remaining-time bucket; it contains no seed identifiers or replay paths. Lognormal retail-size assumptions turn those moments into quote sizes, capped at 300 shares and constrained by 80% of current cash plus available YES collateral. Pause the same-side price for two steps after a full fill to avoid repeatedly feeding the arbitrageur. Fresh quotes beat or essentially matched correct FIFO retention, and a three-level ladder lost to the single-level version on 200 training simulations. The holdout was first scored after freezing the final code. Calibration limitation: the unmodified public simulator on Python 3.14.4 gives starter mean -6.4826639323115, rather than the supplied server value -6.504278; these are reproducible local scores, not confirmed leaderboard-equivalent scores.","blocked":null,"starter_mean_edge":-6.4826639323115,"score":{"mean_edge":21.836290619771997,"simulations":200,"seed_start":0,"failures":0},"holdout":{"mean_edge":25.24729217930025,"simulations":400,"seed_start":10000,"failures":0},"code":"\"\"\"Retail capture using a fixed aggregate risk model and fill cooldown.\n\nThe table was fitted once on public-simulator observations from training seeds\n0..199, with no holdout observations. Keys are initial competitor spread,\ncurrent spread, last midpoint movement direction, movement age bucket, and\nremaining-time bucket. Values are sample count, expected positive/negative\nbuy edge per share, and expected positive/negative sell edge per share.\nThe table contains aggregate conditional moments, not seeds or market paths.\nOnly the public StepState is used at runtime; there is no external dependency.\n\"\"\"\nTABLE={(1, 2, -1, 0, 0): [8012, 0.0019709, 0.0054289, 0.0054289, 0.0019709], (1, 2, -1, 0, 1): [2021, 0.0045513, 0.0083328, 0.0083328, 0.0045513], (1, 2, -1, 0, 2): [325, 0.0103562, 0.0149112, 0.0149112, 0.0103562], (1, 2, -1, 1, 0): [13974, 0.0029906, 0.0040631, 0.0040631, 0.0029906], (1, 2, -1, 1, 1): [2300, 0.004018, 0.0055389, 0.0055389, 0.004018], (1, 2, -1, 1, 2): [258, 0.0053651, 0.007299, 0.007299, 0.0053651], (1, 2, -1, 2, 0): [12876, 0.0029415, 0.0034117, 0.0034117, 0.0029415], (1, 2, -1, 2, 1): [2304, 0.0015201, 0.004969, 0.004969, 0.0015201], (1, 2, -1, 2, 2): [472, 0.0003847, 0.006573, 0.006573, 0.0003847], (1, 2, -1, 3, 0): [4520, 0.0015003, 0.0034198, 0.0034198, 0.0015003], (1, 2, -1, 3, 1): [3440, 0.0004664, 0.006592, 0.006592, 0.0004664], (1, 2, -1, 3, 2): [1131, 0.0002195, 0.0077232, 0.0077232, 0.0002195], (1, 2, -1, 4, 0): [1439, 0.0006121, 0.0040697, 0.0040697, 0.0006121], (1, 2, -1, 4, 1): [1769, 0.0004792, 0.0068404, 0.0068404, 0.0004792], (1, 2, -1, 4, 2): [931, 0.0001739, 0.0088467, 0.0088467, 0.0001739], (1, 2, 1, 0, 0): [7831, 0.0050649, 0.0022031, 0.0022031, 0.0050649], (1, 2, 1, 0, 1): [1911, 0.0080382, 0.0047439, 0.0047439, 0.0080382], (1, 2, 1, 0, 2): [287, 0.0146372, 0.0132488, 0.0132488, 0.0146372], (1, 2, 1, 1, 0): [13457, 0.0040791, 0.0030877, 0.0030877, 0.0040791], (1, 2, 1, 1, 1): [2014, 0.0050991, 0.0044622, 0.0044622, 0.0050991], (1, 2, 1, 1, 2): [207, 0.0077922, 0.0057365, 0.0057365, 0.0077922], (1, 2, 1, 2, 0): [11565, 0.0035625, 0.0029012, 0.0029012, 0.0035625], (1, 2, 1, 2, 1): [1720, 0.0040243, 0.002061, 0.002061, 0.0040243], (1, 2, 1, 2, 2): [333, 0.0067628, 0.0005778, 0.0005778, 0.0067628], (1, 2, 1, 3, 0): [3331, 0.0033656, 0.0017326, 0.0017326, 0.0033656], (1, 2, 1, 3, 1): [2058, 0.0054449, 0.0007204, 0.0007204, 0.0054449], (1, 2, 1, 3, 2): [731, 0.0085964, 1.37e-05, 1.37e-05, 0.0085964], (1, 2, 1, 4, 0): [885, 0.0065963, 0.0004781, 0.0004781, 0.0065963], (1, 2, 1, 4, 1): [1253, 0.0071971, 0.0001924, 0.0001924, 0.0071971], (1, 2, 1, 4, 2): [525, 0.0096094, 0.0, 0.0, 0.0096094], (2, 3, -1, 0, 0): [6711, 0.0024875, 0.0053816, 0.0134941, 0.0006], (2, 3, -1, 0, 1): [1864, 0.0056098, 0.0080151, 0.0150584, 0.0026531], (2, 3, -1, 0, 2): [366, 0.0129607, 0.015509, 0.0220955, 0.0095471], (2, 3, -1, 1, 0): [12802, 0.0049321, 0.0037366, 0.0102395, 0.0014351], (2, 3, -1, 1, 1): [2387, 0.0063066, 0.0055204, 0.012047, 0.0028331], (2, 3, -1, 1, 2): [319, 0.0062314, 0.007091, 0.0147894, 0.0039298], (2, 3, -1, 2, 0): [15623, 0.00649, 0.0026096, 0.0082001, 0.0020805], (2, 3, -1, 2, 1): [2328, 0.0043226, 0.0042344, 0.0113327, 0.0014209], (2, 3, -1, 2, 2): [486, 0.0013958, 0.005892, 0.0149722, 0.000476], (2, 3, -1, 3, 0): [5431, 0.0044269, 0.0028325, 0.0095289, 0.0011233], (2, 3, -1, 3, 1): [2674, 0.0018779, 0.0062657, 0.014815, 0.0004272], (2, 3, -1, 3, 2): [907, 0.0004528, 0.0077042, 0.0173532, 0.0001018], (2, 3, -1, 4, 0): [987, 0.0008821, 0.0054164, 0.0147031, 0.0001688], (2, 3, -1, 4, 1): [1174, 0.0005978, 0.0086148, 0.018147, 0.00013], (2, 3, -1, 4, 2): [551, 0.0, 0.009588, 0.019588, 0.0], (2, 3, 1, 0, 0): [6842, 0.0133108, 0.0006791, 0.0026695, 0.0053012], (2, 3, 1, 0, 1): [1826, 0.0161254, 0.0022491, 0.0050585, 0.0089348], (2, 3, 1, 0, 2): [337, 0.0238115, 0.0093449, 0.0126033, 0.0170699], (2, 3, 1, 1, 0): [12969, 0.0102728, 0.001467, 0.0049262, 0.003732], (2, 3, 1, 1, 1): [2473, 0.0110037, 0.0031232, 0.0069742, 0.0048548], (2, 3, 1, 1, 2): [312, 0.0145929, 0.0043593, 0.0070765, 0.0073101], (2, 3, 1, 2, 0): [15932, 0.0085263, 0.0019057, 0.0061634, 0.002784], (2, 3, 1, 2, 1): [2806, 0.0113446, 0.0014653, 0.00438, 0.0042593], (2, 3, 1, 2, 2): [549, 0.0159274, 0.0002491, 0.0011203, 0.0067986], (2, 3, 1, 3, 0): [6752, 0.0109971, 0.0008944, 0.0037627, 0.0038654], (2, 3, 1, 3, 1): [3584, 0.0151678, 0.0002792, 0.0013708, 0.0062594], (2, 3, 1, 3, 2): [1371, 0.0179965, 9.56e-05, 0.0002878, 0.0081887], (2, 3, 1, 4, 0): [1430, 0.0162193, 9.9e-05, 0.0011524, 0.0072727], (2, 3, 1, 4, 1): [1678, 0.0178389, 1.61e-05, 0.0002796, 0.0081024], (2, 3, 1, 4, 2): [502, 0.01887, 0.0, 0.0, 0.00887], (3, 4, -1, 0, 0): [4406, 0.0028758, 0.0054296, 0.0229455, 0.0003917], (3, 4, -1, 0, 1): [1445, 0.0058296, 0.0090504, 0.0246088, 0.001388], (3, 4, -1, 0, 2): [260, 0.0164883, 0.0162692, 0.0292796, 0.0094987], (3, 4, -1, 1, 0): [8658, 0.0060274, 0.003487, 0.0181419, 0.0006822], (3, 4, -1, 1, 1): [2017, 0.0096756, 0.0048924, 0.0176893, 0.0024725], (3, 4, -1, 1, 2): [263, 0.0149687, 0.008582, 0.0229596, 0.0093463], (3, 4, -1, 2, 0): [13989, 0.0099518, 0.0019895, 0.0133525, 0.0013148], (3, 4, -1, 2, 1): [2007, 0.0092669, 0.0036418, 0.0163218, 0.0019469], (3, 4, -1, 2, 2): [336, 0.003196, 0.0062855, 0.0236692, 0.0005797], (3, 4, -1, 3, 0): [6687, 0.0093133, 0.001832, 0.0135798, 0.0010611], (3, 4, -1, 3, 1): [1813, 0.0030161, 0.0059954, 0.0233692, 0.00039], (3, 4, -1, 3, 2): [571, 0.0009293, 0.0075028, 0.0266383, 6.48e-05], (3, 4, -1, 4, 0): [647, 0.0092725, 0.0009695, 0.0125004, 0.0008034], (3, 4, -1, 4, 1): [913, 0.0028043, 0.0071292, 0.0248132, 0.0004883], (3, 4, -1, 4, 2): [411, 0.0001115, 0.0085762, 0.0284647, 0.0], (3, 4, 1, 0, 0): [4758, 0.0228447, 0.0003717, 0.0028426, 0.0053156], (3, 4, 1, 0, 1): [1668, 0.0249203, 0.0012437, 0.0051049, 0.0087815], (3, 4, 1, 0, 2): [322, 0.03275, 0.0092031, 0.0142733, 0.0178203], (3, 4, 1, 1, 0): [9340, 0.0184517, 0.0006086, 0.005703, 0.0035461], (3, 4, 1, 1, 1): [2427, 0.0186425, 0.0021322, 0.0085005, 0.0050108], (3, 4, 1, 1, 2): [341, 0.0253577, 0.0032621, 0.0071845, 0.0092801], (3, 4, 1, 2, 0): [15334, 0.0138415, 0.0011463, 0.0092932, 0.0019884], (3, 4, 1, 2, 1): [2993, 0.0178623, 0.0012057, 0.0069305, 0.0035872], (3, 4, 1, 2, 2): [574, 0.0243657, 0.0005257, 0.0023296, 0.0061697], (3, 4, 1, 3, 0): [7607, 0.0136051, 0.0010308, 0.0091212, 0.0016955], (3, 4, 1, 3, 1): [3414, 0.0224016, 0.0002812, 0.0028537, 0.0049742], (3, 4, 1, 3, 2): [1126, 0.0282881, 4.49e-05, 0.0002784, 0.0085216], (3, 4, 1, 4, 0): [869, 0.0157871, 0.0006697, 0.0072616, 0.002379], (3, 4, 1, 4, 1): [1484, 0.0260902, 0.0001083, 0.0011859, 0.0071678], (3, 4, 1, 4, 2): [883, 0.0291522, 0.0, 2.05e-05, 0.0091727], (3, 5, -1, 0, 0): [152, 0.0095408, 0.0014801, 0.0221233, 0.000184], (3, 5, -1, 1, 0): [399, 0.0122604, 0.0014967, 0.0196051, 0.0003688], (3, 5, -1, 2, 0): [895, 0.0164323, 0.0011732, 0.015696, 0.000955], (3, 5, -1, 3, 0): [470, 0.0187861, 0.0007776, 0.0136484, 0.0016569], (3, 5, 1, 0, 0): [143, 0.0233807, 4.34e-05, 0.0090101, 0.0023474], (3, 5, 1, 1, 0): [384, 0.0194304, 0.000483, 0.0123779, 0.0013252], (3, 5, 1, 2, 0): [937, 0.0169016, 0.0008636, 0.0151542, 0.0011923], (3, 5, 1, 3, 0): [752, 0.0167051, 0.0009323, 0.0154028, 0.0011757], (4, 5, -1, 0, 0): [2748, 0.0036098, 0.0050542, 0.0318026, 0.0003582], (4, 5, -1, 0, 1): [714, 0.0064174, 0.0084094, 0.0330256, 0.0010336], (4, 5, -1, 0, 2): [231, 0.0164489, 0.019353, 0.0403726, 0.0074685], (4, 5, -1, 1, 0): [5586, 0.0066646, 0.003438, 0.0271222, 0.0003487], (4, 5, -1, 1, 1): [1122, 0.0109683, 0.004471, 0.0253298, 0.0018271], (4, 5, -1, 1, 2): [212, 0.0120219, 0.008824, 0.0309906, 0.0041884], (4, 5, -1, 2, 0): [10803, 0.0119495, 0.0017919, 0.0205555, 0.0007132], (4, 5, -1, 2, 1): [1810, 0.0098394, 0.0028121, 0.0238724, 0.0008997], (4, 5, -1, 2, 2): [294, 0.0033196, 0.0063498, 0.0334174, 0.0003873], (4, 5, -1, 3, 0): [8425, 0.0128161, 0.0013081, 0.0191636, 0.0006715], (4, 5, -1, 3, 1): [2588, 0.0050742, 0.0039006, 0.0291363, 0.0003099], (4, 5, -1, 3, 2): [683, 0.0010666, 0.0081828, 0.037222, 0.0001057], (4, 5, -1, 4, 0): [1991, 0.0062451, 0.0038991, 0.0277796, 0.0001256], (4, 5, -1, 4, 1): [2078, 0.0006305, 0.0070076, 0.0364144, 3.73e-05], (4, 5, -1, 4, 2): [485, 0.0009848, 0.007461, 0.0364763, 0.0], (4, 5, 1, 0, 0): [2828, 0.0316308, 0.0004131, 0.0039084, 0.0051261], (4, 5, 1, 0, 1): [863, 0.0320282, 0.0010199, 0.0064745, 0.0074828], (4, 5, 1, 0, 2): [219, 0.0342329, 0.0083513, 0.0182885, 0.0141701], (4, 5, 1, 1, 0): [5660, 0.0269545, 0.0003055, 0.0067447, 0.0033937], (4, 5, 1, 1, 1): [1395, 0.0264598, 0.0012072, 0.0095293, 0.0047819], (4, 5, 1, 1, 2): [243, 0.0303183, 0.0036277, 0.011254, 0.0079446], (4, 5, 1, 2, 0): [10895, 0.0203595, 0.0007933, 0.0122891, 0.0018553], (4, 5, 1, 2, 1): [2083, 0.023432, 0.0013776, 0.0109478, 0.0030023], (4, 5, 1, 2, 2): [345, 0.0343529, 0.0006222, 0.002832, 0.0065626], (4, 5, 1, 3, 0): [6916, 0.0175685, 0.0009338, 0.0144178, 0.0010525], (4, 5, 1, 3, 1): [2225, 0.0274708, 0.0004605, 0.006552, 0.0035623], (4, 5, 1, 3, 2): [684, 0.037207, 5.84e-05, 0.0006576, 0.0078063], (4, 5, 1, 4, 0): [664, 0.0218523, 0.0001109, 0.0093062, 0.0010476], (4, 5, 1, 4, 1): [952, 0.0348362, 8.35e-05, 0.0017338, 0.0064865], (4, 5, 1, 4, 2): [589, 0.0381352, 0.0, 8.26e-05, 0.0082178], (4, 7, -1, 1, 0): [279, 0.019886, 0.0007195, 0.0308726, 3.91e-05], (4, 7, -1, 2, 0): [805, 0.024245, 0.0010016, 0.0272802, 0.0005236], (4, 7, -1, 3, 0): [688, 0.024462, 0.000996, 0.0271423, 0.0006083], (4, 7, 1, 1, 0): [260, 0.0279286, 9.57e-05, 0.0228512, 0.0006841], (4, 7, 1, 2, 0): [647, 0.025936, 0.000711, 0.0258306, 0.0010556], (4, 7, 1, 3, 0): [529, 0.0281897, 0.000642, 0.0231834, 0.0007312]}\nimport math\nfrom orderbook_pm_challenge.strategy import BaseStrategy\nfrom orderbook_pm_challenge.types import CancelAll, PlaceOrder, Side\nclass Strategy(BaseStrategy):\n    quote_size_cap=300\n    minimum_samples=100\n    adverse_weight=0.25\n    cooldown_steps=2\n    cash_fraction=0.8\n    def on_step(self,s):\n        b=s.competitor_best_bid_ticks or 0;a=s.competitor_best_ask_ticks or 100\n        if s.step==0:\n            self.prev=(b,a);self.direction=0;self.age=0;self.spread=(a-b+1)//2;self.last={};self.cool={} \n        if b+a>sum(self.prev):self.direction=1;self.age=0\n        elif b+a<sum(self.prev):self.direction=-1;self.age=0\n        else:self.age+=1\n        self.prev=(b,a)\n        for side,(tick,qty) in self.last.items():\n            filled=s.buy_filled_quantity if side==Side.BUY else s.sell_filled_quantity\n            if filled>=qty-.005:\n                self.cool[side]=(tick,s.step)\n        self.last={}\n        age=0 if self.age==0 else 1 if self.age<4 else 2 if self.age<16 else 3 if self.age<64 else 4\n        key=(self.spread,min(8,a-b),self.direction,age,0 if s.steps_remaining>500 else 1 if s.steps_remaining>100 else 2)\n        v=TABLE.get(key)\n        actions=[CancelAll()]\n        if v is None or v[0]<self.minimum_samples:return actions\n        budget=max(0,s.cash*self.cash_fraction-.01);yes=s.yes_inventory\n        for side,tick,pos,neg in [(Side.BUY,b+1,v[1],v[2]),(Side.SELL,a-1,v[3],v[4])]:\n            if not 1<=tick<=99 or pos<=0:continue\n            cooldown=self.cool.get(side)\n            if cooldown and cooldown[0]==tick and s.step-cooldown[1]<=self.cooldown_steps:continue\n            tail=(neg*self.adverse_weight+.00003)/(.125*pos)\n            if tail>=1:continue\n            tail=max(.0001,tail)\n            low=-4.;high=4.\n            for i in range(16):\n                mid=(low+high)/2\n                cdf=.5*(1+math.erf(mid/math.sqrt(2)))\n                if cdf<1-tail:low=mid\n                else:high=mid\n            price=max(.05,(b+a)*.005) if side==Side.BUY else tick*.01\n            desired=min(self.quote_size_cap,math.exp(math.log(4.5)-.72+1.2*(low+high)/2)/price)\n            cost=tick*.01 if side==Side.BUY else 1-tick*.01\n            covered=yes if side==Side.SELL else 0\n            qty=int(100*min(desired,covered+budget/cost))/100\n            if qty>=.01:\n                actions.append(PlaceOrder(side,tick,qty));self.last[side]=(tick,qty)\n                budget=max(0,budget-max(0,qty-covered)*cost)\n                if side==Side.SELL:yes=max(0,yes-qty)\n        return actions\n","code_sha256":"2a68a067515462e381e20a9b8465848f6ba933c3ec2d2842d558bc034aaffd82","tried":["All exploratory batches below use full 2000-step simulations and training seeds starting at 0; n is the batch size, not a score on the full 200. No holdout seeds were used for model fitting or selection.","Prefix key: s/e=ticks relative to competitor; c=centered; gap/gs=minimum spread; q=retain safe ladder; x/b/end=boundary quotes; f=Gaussian filter; p=probe ladder; d/d2=last-move direction; t=aggregate risk table; pool=price-banded pooled table; surv=own-order survival model; ctl=fresh quotes; fixed=correct FIFO accounting; cool/c2/last=full-fill cooldown; recover/rec2=recovery probes. Params are the tested template constants, recorded verbatim.","Starter 200 seeds 0..199: -6.4826639323115; zero failures. Supplied server score -6.504278 does not match. Unmodified public repository b244530ee2a6247b5f930830eeca9dd950da0e7e; Python 3.14.4. Four-worker multiprocessing was denied by this runtime; all reported scores use serial execution.","tight20: n=30, params=[20,1,1,false,0.8], mean_edge=-145.16371960244334, failures=0","s5l1o0k0: n=40, params=[5,1,0,false,0.8], mean_edge=-10.3387309460275, failures=0","s20l1o0k0: n=40, params=[20,1,0,false,0.8], mean_edge=-42.309954642715, failures=0","s50l1o0k0: n=40, params=[50,1,0,false,0.8], mean_edge=-104.3543890062875, failures=0","s20l1o-1k0: n=40, params=[20,1,-1,false,0.8], mean_edge=-16.9709234059225, failures=0","s20l1o-2k0: n=40, params=[20,1,-2,false,0.8], mean_edge=-10.68413649551, failures=0","s20l1o-3k0: n=40, params=[20,1,-3,false,0.8], mean_edge=-8.4184592621125, failures=0","s20l1o-5k0: n=40, params=[20,1,-5,false,0.8], mean_edge=-6.0799451379775, failures=0","s5l4o0k0: n=40, params=[5,4,0,false,0.8], mean_edge=-19.353803617885, failures=0","c10l1o2k0: n=40, params=[10,1,2,false,0.8], mean_edge=-11.732142928844999, failures=0","s10l4o-1k0: n=40, params=[10,4,-1,false,0.8], mean_edge=-21.558058182255003, failures=0","c20l1o2k0: n=40, params=[20,1,2,false,0.8], mean_edge=-24.12771823561, failures=0","s20l4o-2k0: n=40, params=[20,4,-2,false,0.8], mean_edge=-32.3401982081275, failures=0","c50l1o2k0: n=40, params=[50,1,2,false,0.8], mean_edge=-61.9264683636575, failures=0","s20l1o0k1: n=40, params=[20,1,0,true,0.8], mean_edge=-42.309954642715, failures=0","c20l1o3k0: n=40, params=[20,1,3,false,0.8], mean_edge=-13.008329889077501, failures=0","s20l4o-1k1: n=40, params=[20,4,-1,true,0.8], mean_edge=-43.27572837158, failures=0","c50l1o3k0: n=40, params=[50,1,3,false,0.8], mean_edge=-32.962334888735, failures=0","s50l1o-2k1: n=40, params=[50,1,-2,true,0.8], mean_edge=-26.9064307666875, failures=0","c100l1o3k0: n=40, params=[100,1,3,false,0.8], mean_edge=-66.5676483375775, failures=0","s100l1o-2k1: n=40, params=[100,1,-2,true,0.8], mean_edge=-54.205579979472496, failures=0","c50l1o4k0: n=40, params=[50,1,4,false,0.8], mean_edge=-23.62586332853, failures=0","c50l1o5k0: n=40, params=[50,1,5,false,0.8], mean_edge=-19.40562415642, failures=0","c10l4o2k0: n=40, params=[10,4,2,false,0.8], mean_edge=-26.897238659764998, failures=0","c20l4o3k0: n=40, params=[20,4,3,false,0.8], mean_edge=-36.8805660034025, failures=0","e0.1o1: n=40, params=[0.1,1,1,false,0.8], mean_edge=-0.5890312451399999, failures=0","c50l1o3k1: n=40, params=[50,1,3,true,0.8], mean_edge=-32.962334888735, failures=0","e0.5o1: n=40, params=[0.5,1,1,false,0.8], mean_edge=-2.97708814703, failures=0","c20l4o2k1: n=40, params=[20,4,2,true,0.8], mean_edge=-54.6606853197375, failures=0","e1o1: n=40, params=[1,1,1,false,0.8], mean_edge=-6.1005582918175, failures=0","e2o1: n=40, params=[2,1,1,false,0.8], mean_edge=-12.7739378511925, failures=0","x20o2: n=40, params=[20,1,2,false,0.9], mean_edge=0.05574145809250001, failures=0","x20o4: n=40, params=[20,1,4,false,0.9], mean_edge=-3.14557963231, failures=0","e3o1: n=40, params=[3,1,1,false,0.8], mean_edge=-19.930413265765, failures=0","x20o6: n=40, params=[20,1,6,false,0.9], mean_edge=-14.9013285943175, failures=0","e5o1: n=40, params=[5,1,1,false,0.8], mean_edge=-35.266330277675, failures=0","x100o2: n=40, params=[100,1,2,false,0.9], mean_edge=0.1430828947575, failures=0","x100o4: n=40, params=[100,1,4,false,0.9], mean_edge=-5.784857629635001, failures=0","e10o1: n=40, params=[10,1,1,false,0.8], mean_edge=-76.8131921752, failures=0","x100o6: n=40, params=[100,1,6,false,0.9], mean_edge=-19.8765099144075, failures=0","b20o1: n=40, params=[20,1,1,false,0.8], mean_edge=-39.372536837270005, failures=0","x500o2: n=40, params=[500,1,2,false,0.9], mean_edge=0.06197012509750001, failures=0","b20o2: n=40, params=[20,1,2,false,0.8], mean_edge=-39.438977371777504, failures=0","x500o4: n=40, params=[500,1,4,false,0.9], mean_edge=-6.509584968105, failures=0","b20o4: n=40, params=[20,1,4,false,0.8], mean_edge=-39.4636423168975, failures=0","x500o6: n=40, params=[500,1,6,false,0.9], mean_edge=-21.073336679282498, failures=0","b100o1: n=40, params=[100,1,1,false,0.8], mean_edge=-193.498420859145, failures=0","x2000o2: n=40, params=[2000,1,2,false,0.9], mean_edge=0.0550969653175, failures=0","b100o2: n=40, params=[100,1,2,false,0.8], mean_edge=-193.730737691815, failures=0","x2000o4: n=40, params=[2000,1,4,false,0.9], mean_edge=-6.30496013122, failures=0","b100o4: n=40, params=[100,1,4,false,0.8], mean_edge=-193.8540624174075, failures=0","x2000o6: n=40, params=[2000,1,6,false,0.9], mean_edge=-21.2636681198975, failures=0","b500o1: n=40, params=[500,1,1,false,0.8], mean_edge=-310.5838922098, failures=0","b500o2: n=40, params=[500,1,2,false,0.8], mean_edge=-310.35383772685, failures=0","qs2l1o1: n=40, params=[2,1,1,true,0.8], mean_edge=-13.60881904037, failures=0","b500o4: n=40, params=[500,1,4,false,0.8], mean_edge=-310.498393526135, failures=0","qs2l1o0: n=40, params=[2,1,0,true,0.8], mean_edge=-9.0753261975725, failures=0","qs2l3o1: n=40, params=[2,3,1,true,0.8], mean_edge=-20.6076668470675, failures=0","gap3s2: n=60, params=[2,1,3,false,0.8], mean_edge=-7.725874155296666, failures=0","gap3s10: n=60, params=[10,1,3,false,0.8], mean_edge=-51.885318827153334, failures=0","qs2l3o-1: n=40, params=[2,3,-1,true,0.8], mean_edge=-8.404991575952499, failures=0","gap3s40: n=60, params=[40,1,3,false,0.8], mean_edge=-73.39108107290333, failures=0","qs10l1o1: REJECTED failed simulations; n=40, params=[10,1,1,true,0.8], mean_edge=-97.87002676567839, failures=3","gap4s2: n=60, params=[2,1,4,false,0.8], mean_edge=-2.036137909696667, failures=0","qs10l1o0: n=40, params=[10,1,0,true,0.8], mean_edge=-45.96175143357, failures=0","gap4s10: n=60, params=[10,1,4,false,0.8], mean_edge=-19.985655696331666, failures=0","gap4s40: n=60, params=[40,1,4,false,0.8], mean_edge=-24.356271316688332, failures=0","qs10l3o1: REJECTED failed simulations; n=40, params=[10,3,1,true,0.8], mean_edge=-127.91388942007355, failures=6","gap5s2: n=60, params=[2,1,5,false,0.8], mean_edge=0.25564744913, failures=0","qs10l3o-1: n=40, params=[10,3,-1,true,0.8], mean_edge=-42.1372974554525, failures=0","f5w0.5: n=60, params=[5,1,0.5,false,0.8], mean_edge=-19.411897751873333, failures=0","qs30l1o1: REJECTED failed simulations; n=40, params=[30,1,1,true,0.8], mean_edge=-131.33977761239998, failures=36","gap5s10: n=60, params=[10,1,5,false,0.8], mean_edge=-4.037657666378333, failures=0","gap5s40: n=60, params=[40,1,5,false,0.8], mean_edge=-5.13705804559, failures=0","qs30l1o0: REJECTED failed simulations; n=40, params=[30,1,0,true,0.8], mean_edge=-125.49163480530287, failures=5","f5w1: n=60, params=[5,1,1,false,0.8], mean_edge=-13.8753809684, failures=0","qs30l3o1: REJECTED failed simulations; n=40, params=[30,3,1,true,0.8], mean_edge=-94.33186251435, failures=38","gap6s2: n=60, params=[2,1,6,false,0.8], mean_edge=0.16671056455666663, failures=0","f5w1.5: n=60, params=[5,1,1.5,false,0.8], mean_edge=-11.63307330482, failures=0","qs30l3o-1: REJECTED failed simulations; n=40, params=[30,3,-1,true,0.8], mean_edge=-61.67667965680625, failures=24","gap6s10: n=60, params=[10,1,6,false,0.8], mean_edge=0.4848829219383333, failures=0","gs5l1o3: n=40, params=[5,1,3,false,0.8], mean_edge=-26.68647420219, failures=0","f5w2: n=60, params=[5,1,2,false,0.8], mean_edge=-11.757133867988333, failures=0","gap6s40: n=60, params=[40,1,6,false,0.8], mean_edge=0.3691482062383333, failures=0","gs5l1o4: n=40, params=[5,1,4,false,0.8], mean_edge=-6.964903660739999, failures=0","gap7s2: n=60, params=[2,1,7,false,0.8], mean_edge=0.16671056455666663, failures=0","gs5l1o5: n=40, params=[5,1,5,false,0.8], mean_edge=0.6696454379775, failures=0","end20o0: n=60, params=[20,1,0,false,0.8], mean_edge=0.42002067686166666, failures=0","f15w0.5: n=60, params=[15,1,0.5,false,0.8], mean_edge=-65.62252010254666, failures=0","gs5l1o6: n=40, params=[5,1,6,false,0.8], mean_edge=0.187967659975, failures=0","gap7s10: n=60, params=[10,1,7,false,0.8], mean_edge=0.4848829219383333, failures=0","end20o1: n=60, params=[20,1,1,false,0.8], mean_edge=-5.3734553816899995, failures=0","gs20l1o3: n=40, params=[20,1,3,false,0.8], mean_edge=-107.62127820508499, failures=0","f15w1: n=60, params=[15,1,1,false,0.8], mean_edge=-47.90344198475834, failures=0","gap7s40: n=60, params=[40,1,7,false,0.8], mean_edge=0.3691482062383333, failures=0","end20o2: n=60, params=[20,1,2,false,0.8], mean_edge=-10.78027544456, failures=0","gs20l1o4: n=40, params=[20,1,4,false,0.8], mean_edge=-35.298123733305, failures=0","gap8s2: n=60, params=[2,1,8,false,0.8], mean_edge=0.0, failures=0","f15w1.5: n=60, params=[15,1,1.5,false,0.8], mean_edge=-40.182510503321666, failures=0","gs20l1o5: n=40, params=[20,1,5,false,0.8], mean_edge=-3.828084299025, failures=0","end100o0: n=60, params=[100,1,0,false,0.8], mean_edge=-0.22124518962500003, failures=0","gs20l1o6: n=40, params=[20,1,6,false,0.8], mean_edge=0.20267091673999998, failures=0","gap8s10: n=60, params=[10,1,8,false,0.8], mean_edge=0.0, failures=0","end100o1: n=60, params=[100,1,1,false,0.8], mean_edge=-7.985842601095, failures=0","f15w2: n=60, params=[15,1,2,false,0.8], mean_edge=-38.052916603405, failures=0","gs50l1o3: n=40, params=[50,1,3,false,0.8], mean_edge=-61.7077001483475, failures=0","gap8s40: n=60, params=[40,1,8,false,0.8], mean_edge=0.0, failures=0","end100o2: n=60, params=[100,1,2,false,0.8], mean_edge=-15.050654502176666, failures=0","gs50l1o4: n=40, params=[50,1,4,false,0.8], mean_edge=-18.701627342257503, failures=0","f40w0.5: n=60, params=[40,1,0.5,false,0.8], mean_edge=-182.08266478437164, failures=0","gs50l1o5: n=40, params=[50,1,5,false,0.8], mean_edge=-4.2978709966375, failures=0","end500o0: n=60, params=[500,1,0,false,0.8], mean_edge=-0.6618822037733333, failures=0","gs50l1o6: n=40, params=[50,1,6,false,0.8], mean_edge=-0.163334346445, failures=0","end500o1: n=60, params=[500,1,1,false,0.8], mean_edge=-8.812312801655, failures=0","f40w1: n=60, params=[40,1,1,false,0.8], mean_edge=-143.8447738992417, failures=0","end500o2: n=60, params=[500,1,2,false,0.8], mean_edge=-16.485014906433335, failures=0","f40w1.5: n=60, params=[40,1,1.5,false,0.8], mean_edge=-119.83598126078667, failures=0","end2000o0: n=60, params=[2000,1,0,false,0.8], mean_edge=-0.9912051742050001, failures=0","f40w2: n=60, params=[40,1,2,false,0.8], mean_edge=-109.11381312068333, failures=0","end2000o1: n=60, params=[2000,1,1,false,0.8], mean_edge=-8.79703268171, failures=0","end2000o2: n=60, params=[2000,1,2,false,0.8], mean_edge=-16.63541115788667, failures=0","f100w0.5: n=60, params=[100,1,0.5,false,0.8], mean_edge=-198.99766661164168, failures=0","f100w1: n=60, params=[100,1,1,false,0.8], mean_edge=-229.20883225473332, failures=0","f100w1.5: n=60, params=[100,1,1.5,false,0.8], mean_edge=-224.45416578668667, failures=0","f100w2: n=60, params=[100,1,2,false,0.8], mean_edge=-237.90065984019, failures=0","p0.01s10o1: n=60, params=[10,0.01,1,false,0.8], mean_edge=-31.26608614362667, failures=0","d5a2: n=60, params=[5,2,1,false,0.8], mean_edge=-1.9199918281383332, failures=0","d5a10: n=60, params=[5,10,1,false,0.8], mean_edge=-3.7478287137616664, failures=0","d5a50: n=60, params=[5,50,1,false,0.8], mean_edge=-2.493044087836666, failures=0","p0.01s20o1: n=60, params=[20,0.01,1,false,0.8], mean_edge=-61.050845262211666, failures=0","d5a2000: n=60, params=[5,2000,1,false,0.8], mean_edge=-0.80200866161, failures=0","d20a2: n=60, params=[20,2,1,false,0.8], mean_edge=-15.319682094683333, failures=0","d20a10: n=60, params=[20,10,1,false,0.8], mean_edge=-27.528038036478332, failures=0","d20a50: n=60, params=[20,50,1,false,0.8], mean_edge=-25.840851432723333, failures=0","d20a2000: n=60, params=[20,2000,1,false,0.8], mean_edge=-24.450043051221666, failures=0","d2s5min2: n=100, params=[5,2000,1,2,0.8], mean_edge=3.649508270923, failures=0","d50a2: n=60, params=[50,2,1,false,0.8], mean_edge=-47.176017939960005, failures=0","d2s15min2: n=100, params=[15,2000,1,2,0.8], mean_edge=-2.129110102446, failures=0","d50a10: n=60, params=[50,10,1,false,0.8], mean_edge=-64.49051561141167, failures=0","p0.01s20o2: n=60, params=[20,0.01,2,false,0.8], mean_edge=-48.24504508015166, failures=0","d50a50: n=60, params=[50,50,1,false,0.8], mean_edge=-67.29754107449666, failures=0","d2s40min2: n=100, params=[40,2000,1,2,0.8], mean_edge=-31.998575843496, failures=0","t10p1: n=100, params=[10,100,1,false,0.8], mean_edge=9.903401389857, failures=0","d50a2000: n=60, params=[50,2000,1,false,0.8], mean_edge=-66.03550774056501, failures=0","d100a2: n=60, params=[100,2,1,false,0.8], mean_edge=-68.15751697454333, failures=0","d2s100min2: n=100, params=[100,2000,1,2,0.8], mean_edge=-64.94091112555401, failures=0","t10p2: n=100, params=[10,100,2,false,0.8], mean_edge=8.277448174155001, failures=0","d100a10: n=60, params=[100,10,1,false,0.8], mean_edge=-71.65079935233666, failures=0","d2s5min3: n=100, params=[5,2000,1,3,0.8], mean_edge=4.82043922527, failures=0","t10p4: n=100, params=[10,100,4,false,0.8], mean_edge=5.967527373456001, failures=0","d100a50: n=60, params=[100,50,1,false,0.8], mean_edge=-79.19453194357, failures=0","d100a2000: n=60, params=[100,2000,1,false,0.8], mean_edge=-78.96402861199834, failures=0","d2s15min3: n=100, params=[15,2000,1,3,0.8], mean_edge=5.15775898467, failures=0","t30p1: n=100, params=[30,100,1,false,0.8], mean_edge=14.346265140888999, failures=0","d2s40min3: n=100, params=[40,2000,1,3,0.8], mean_edge=-7.9918320595429995, failures=0","t30p2: n=100, params=[30,100,2,false,0.8], mean_edge=10.570466225437, failures=0","p0.01s50o2: n=60, params=[50,0.01,2,false,0.8], mean_edge=-118.93336604471166, failures=0","d2s100min3: n=100, params=[100,2000,1,3,0.8], mean_edge=-31.594289199746, failures=0","t30p4: n=100, params=[30,100,4,false,0.8], mean_edge=9.223433430135, failures=0","d2s5min4: n=100, params=[5,2000,1,4,0.8], mean_edge=3.722987828259, failures=0","t100p1: n=100, params=[100,100,1,false,0.8], mean_edge=13.186285158991, failures=0","d2s15min4: n=100, params=[15,2000,1,4,0.8], mean_edge=5.574240212754001, failures=0","t100p2: n=100, params=[100,100,2,false,0.8], mean_edge=11.570366930348, failures=0","d2s40min4: n=100, params=[40,2000,1,4,0.8], mean_edge=1.163525634023, failures=0","t100p4: n=100, params=[100,100,4,false,0.8], mean_edge=9.716259180699, failures=0","d2s100min4: n=100, params=[100,2000,1,4,0.8], mean_edge=-8.296812122268, failures=0","p0.01s50o3: n=60, params=[50,0.01,3,false,0.8], mean_edge=-122.09274822679001, failures=0","pool10p0.5: n=100, params=[10,200,0.5,false,0.8], mean_edge=8.327446590440001, failures=0","pool10p1: n=100, params=[10,200,1,false,0.8], mean_edge=9.311206508925, failures=0","pool10p2: n=100, params=[10,200,2,false,0.8], mean_edge=8.825237757774, failures=0","pool30p0.5: n=100, params=[30,200,0.5,false,0.8], mean_edge=11.247352201594, failures=0","p0.1s10o1: n=60, params=[10,0.1,1,false,0.8], mean_edge=-112.34889423753667, failures=0","pool30p1: n=100, params=[30,200,1,false,0.8], mean_edge=9.003673861444, failures=0","pool30p2: n=100, params=[30,200,2,false,0.8], mean_edge=8.225526769162, failures=0","ret20p0.5: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.5,true,0.8], mean_edge=16.129334225367, failures=0","pool100p0.5: n=100, params=[100,200,0.5,false,0.8], mean_edge=7.290813450153999, failures=0","ret20p1: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,1,true,0.8], mean_edge=13.010607132358, failures=0","pool100p1: n=100, params=[100,200,1,false,0.8], mean_edge=7.785486802686, failures=0","surv10p0.5: n=100, params=[10,100,0.5,false,0.8], mean_edge=9.160149733736, failures=0","pool100p2: n=100, params=[100,200,2,false,0.8], mean_edge=7.800062747327001, failures=0","ret30p1: REJECTED legacy FIFO top-up accounting bug; n=100, params=[30,100,1,true,0.8], mean_edge=11.986840325677, failures=0","p0.1s20o1: n=60, params=[20,0.1,1,false,0.8], mean_edge=-142.19943086742998, failures=0","surv10p1: n=100, params=[10,100,1,false,0.8], mean_edge=10.102693319858, failures=0","pool300p0.5: n=100, params=[300,200,0.5,false,0.8], mean_edge=6.9805422271060005, failures=0","ret50p1: REJECTED legacy FIFO top-up accounting bug; n=100, params=[50,100,1,true,0.8], mean_edge=11.694827707715001, failures=0","surv10p2: n=100, params=[10,100,2,false,0.8], mean_edge=8.941585735482999, failures=0","pool300p1: n=100, params=[300,200,1,false,0.8], mean_edge=7.813386818256999, failures=0","ret100p1: REJECTED legacy FIFO top-up accounting bug; n=100, params=[100,100,1,true,0.8], mean_edge=11.157200534629, failures=0","surv30p0.5: n=100, params=[30,100,0.5,false,0.8], mean_edge=10.234964435892, failures=0","r2s10p0.5f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[10,100,0.5,true,0.8], mean_edge=9.517528332267, failures=0","pool300p2: n=100, params=[300,200,2,false,0.8], mean_edge=7.849529290576, failures=0","surv30p1: n=100, params=[30,100,1,false,0.8], mean_edge=11.824746354006999, failures=0","r2s30p0.5f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[30,100,0.5,true,0.8], mean_edge=18.548378581839998, failures=0","ctl10p0.25: n=100, params=[10,100,0.25,false,0.8], mean_edge=1.8078416124330001, failures=0","surv30p2: n=100, params=[30,100,2,false,0.8], mean_edge=11.8393377235, failures=0","p0.1s20o2: n=60, params=[20,0.1,2,false,0.8], mean_edge=-129.42274933853835, failures=0","r2s50p0.5f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[50,100,0.5,true,0.8], mean_edge=17.935771448286, failures=0","ctl10p0.5: n=100, params=[10,100,0.5,false,0.8], mean_edge=7.500624668837999, failures=0","surv100p0.5: n=100, params=[100,100,0.5,false,0.8], mean_edge=9.863649902975, failures=0","ctl10p0.75: n=100, params=[10,100,0.75,false,0.8], mean_edge=9.345428149289, failures=0","surv100p1: n=100, params=[100,100,1,false,0.8], mean_edge=11.500375964729999, failures=0","r2s20p0.25f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.25,true,0.8], mean_edge=8.269013020746, failures=0","surv100p2: n=100, params=[100,100,2,false,0.8], mean_edge=11.896436510549, failures=0","ctl20p0.25: n=100, params=[20,100,0.25,false,0.8], mean_edge=3.0522451407929996, failures=0","r2s20p0.75f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.75,true,0.8], mean_edge=14.209360499339, failures=0","fixed10p0.5: n=100, params=[10,100,0.5,true,0.8], mean_edge=7.500523818994, failures=0","ctl20p0.5: n=100, params=[20,100,0.5,false,0.8], mean_edge=11.065134934222002, failures=0","r2s30p0.75f0.8: REJECTED legacy FIFO top-up accounting bug; n=100, params=[30,100,0.75,true,0.8], mean_edge=15.478587178849, failures=0","fixed10p1: n=100, params=[10,100,1,true,0.8], mean_edge=9.90305244428, failures=0","ctl20p0.75: n=100, params=[20,100,0.75,false,0.8], mean_edge=13.197629084493999, failures=0","p0.1s50o2: n=60, params=[50,0.1,2,false,0.8], mean_edge=-199.01877169794835, failures=0","fixed20p0.5: n=100, params=[20,100,0.5,true,0.8], mean_edge=11.065027470896, failures=0","r2s20p0.5f0.25: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.5,true,0.25], mean_edge=16.223246908902, failures=0","ctl30p0.25: n=100, params=[30,100,0.25,false,0.8], mean_edge=4.633112825667, failures=0","fixed20p1: n=100, params=[20,100,1,true,0.8], mean_edge=13.030450672012, failures=0","r2s20p0.5f0.5: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.5,true,0.5], mean_edge=16.198884898543998, failures=0","ctl30p0.5: n=100, params=[30,100,0.5,false,0.8], mean_edge=13.745270023025, failures=0","fixed30p0.5: n=100, params=[30,100,0.5,true,0.8], mean_edge=13.745038870582, failures=0","ctl30p0.75: n=100, params=[30,100,0.75,false,0.8], mean_edge=15.145164233856999, failures=0","r2s20p0.5f0.98: REJECTED legacy FIFO top-up accounting bug; n=100, params=[20,100,0.5,true,0.98], mean_edge=16.126998462775, failures=0","fixed30p1: n=100, params=[30,100,1,true,0.8], mean_edge=14.340081367494, failures=0","ctl50p0.25: n=100, params=[50,100,0.25,false,0.8], mean_edge=7.883697718215, failures=0","cool20c2: n=100, params=[20,100,0.5,2,0.8], mean_edge=16.342809542006002, failures=0","fixed50p0.5: n=100, params=[50,100,0.5,true,0.8], mean_edge=17.382772240608, failures=0","p0.1s50o3: n=60, params=[50,0.1,3,false,0.8], mean_edge=-203.27507366093167, failures=0","ctl50p0.5: n=100, params=[50,100,0.5,false,0.8], mean_edge=17.429488384112002, failures=0","cool50c2: n=100, params=[50,100,0.5,2,0.8], mean_edge=21.506944838408998, failures=0","fixed50p1: n=100, params=[50,100,1,true,0.8], mean_edge=14.251793051501, failures=0","ctl50p0.75: n=100, params=[50,100,0.75,false,0.8], mean_edge=17.325897731958, failures=0","cool100c2: n=100, params=[100,100,0.5,2,0.8], mean_edge=22.162436554352997, failures=0","fixed100p0.5: n=100, params=[100,100,0.5,true,0.8], mean_edge=20.906511988749997, failures=0","cool20c10: n=100, params=[20,100,0.5,10,0.8], mean_edge=13.618557305876, failures=0","fixed100p1: n=100, params=[100,100,1,true,0.8], mean_edge=12.844674716422, failures=0","cool50c10: n=100, params=[50,100,0.5,10,0.8], mean_edge=18.680333940334002, failures=0","finalist_static: n=200, params=[30,100,0.75,false,0.8], mean_edge=12.2749669888185, failures=0","c2s300p0.5c2f0.8: n=100, params=[300,100,0.5,2,0.8], mean_edge=20.523663119814, failures=0","p0.5s10o1: n=60, params=[10,0.5,1,false,0.8], mean_edge=-472.54868328367996, failures=0","cool100c10: n=100, params=[100,100,0.5,10,0.8], mean_edge=18.219997466132998, failures=0","c2s100p0.25c2f0.8: n=100, params=[100,100,0.25,2,0.8], mean_edge=27.975942377329996, failures=0","cool20c50: n=100, params=[20,100,0.5,50,0.8], mean_edge=9.221247802181, failures=0","cool50c50: n=100, params=[50,100,0.5,50,0.8], mean_edge=13.418395679124, failures=0","c2s100p0.75c2f0.8: n=100, params=[100,100,0.75,2,0.8], mean_edge=16.977184642074, failures=0","recover30q0.1: n=100, params=[30,100,0.5,0.1,0.8], mean_edge=19.301048312545, failures=0","cool100c50: n=100, params=[100,100,0.5,50,0.8], mean_edge=15.6970349456, failures=0","c2s100p1c2f0.8: n=100, params=[100,100,1,2,0.8], mean_edge=14.781731617979, failures=0","recover30q1: n=100, params=[30,100,0.5,1,0.8], mean_edge=19.053161211313, failures=0","cool20c2000: n=100, params=[20,100,0.5,2000,0.8], mean_edge=7.046655444540001, failures=0","c2s100p0.5c5f0.8: n=100, params=[100,100,0.5,5,0.8], mean_edge=20.342122224342, failures=0","p0.5s20o1: n=60, params=[20,0.5,1,false,0.8], mean_edge=-502.58469330590833, failures=0","cool50c2000: n=100, params=[50,100,0.5,2000,0.8], mean_edge=9.162322429434, failures=0","finalist_cool: n=200, params=[100,100,0.25,2,0.8], mean_edge=21.5656410278115, failures=0","c2s100p0.5c2f0.25: n=100, params=[100,100,0.5,2,0.25], mean_edge=22.635107803037, failures=0","recover30q3: n=100, params=[30,100,0.5,3,0.8], mean_edge=18.646070640336, failures=0","cool100c2000: n=100, params=[100,100,0.5,2000,0.8], mean_edge=10.155148711475, failures=0","informed_ladder: n=100, params=[100,100,0.25,2,0.8], mean_edge=27.130995474840002, failures=0","c2s100p0.5c2f0.98: n=100, params=[100,100,0.5,2,0.98], mean_edge=22.035882247649003, failures=0","recover100q0.1: n=100, params=[100,100,0.5,0.1,0.8], mean_edge=18.224726903821, failures=0","rec2s100q0.1p0.25: n=100, params=[100,100,0.25,0.1,0.8], mean_edge=22.354473763603, failures=0","recover100q1: n=100, params=[100,100,0.5,1,0.8], mean_edge=18.119057540702, failures=0","rec2s100q1p0.25: n=100, params=[100,100,0.25,1,0.8], mean_edge=21.947925857382003, failures=0","recover100q3: n=100, params=[100,100,0.5,3,0.8], mean_edge=18.068203544168, failures=0","p0.5s20o2: n=60, params=[20,0.5,2,false,0.8], mean_edge=-489.95076204553334, failures=0","rec2s300q0.1p0.25: n=100, params=[300,100,0.25,0.1,0.8], mean_edge=21.091432714164004, failures=0","recover300q0.1: n=100, params=[300,100,0.5,0.1,0.8], mean_edge=18.164512334902998, failures=0","rec2s100q0.1p0.1: n=100, params=[100,100,0.1,0.1,0.8], mean_edge=22.955691240283, failures=0","recover300q1: n=100, params=[300,100,0.5,1,0.8], mean_edge=17.769051063799, failures=0","last300p0.25c2: n=100, params=[300,100,0.25,2,0.8], mean_edge=29.057811416689002, failures=0","rec2s100q1p0.1: n=100, params=[100,100,0.1,1,0.8], mean_edge=21.577696604470997, failures=0","recover300q3: n=100, params=[300,100,0.5,3,0.8], mean_edge=17.841525930667, failures=0","last100p0.1c2: n=100, params=[100,100,0.1,2,0.8], mean_edge=22.616815416437, failures=0","rec2s300q0.1p0.5: n=100, params=[300,100,0.5,0.1,0.8], mean_edge=18.164512334902998, failures=0","finalist_ladder: n=200, params=[100,100,0.25,2,0.8], mean_edge=20.088293179878, failures=0","last100p0.25c1: n=100, params=[100,100,0.25,1,0.8], mean_edge=27.516205620681, failures=0","p0.5s50o2: n=60, params=[50,0.5,2,false,0.8], mean_edge=-557.1933641581101, failures=0","last100p0.25c3: n=100, params=[100,100,0.25,3,0.8], mean_edge=27.119300939732003, failures=0","finalist_large: n=200, params=[300,100,0.25,2,0.8], mean_edge=21.836290619771997, failures=0","last100p0.25c0: n=100, params=[100,100,0.25,0,0.8], mean_edge=24.4007586997, failures=0","p0.5s50o3: n=60, params=[50,0.5,3,false,0.8], mean_edge=-562.7930029387232, failures=0","Frozen code sandbox: 20 seeds from 0, mean_edge=28.403250578490002, failures=0; Python import sandbox passed; nsjail unavailable.","SELECTED final single-level cash-aware size cap 300, adverse weight 0.25, two-step full-fill cooldown: final 200 mean_edge=21.836290619771997, retail_edge=36.903955283629, arb_edge=-15.067664663867498, failures=0; untouched 400-seed holdout mean_edge=25.24729217930025, retail_edge=45.20835291909975, arb_edge=-19.961060739803, failures=0. Code frozen before either final batch; no tuning after holdout."],"next":"First reconcile the starter calibration discrepancy with the server runtime. Then use grouped cross-validation within the training set to regularize conditional risk moments and choose quote size/cooldown jointly, and model cash recycling through covered asks; reserve a new untouched holdout before any further tuning."}