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","code_sha256":"807b2175998dd629761f78ff9f817cb20d0a7af60ffd1d2af5f9e8bea94ed93e","params":{"W1":[[0.027067,0.719331,-0.496398,2.903459,-2.340482,0.610285,-1.556339,2.323998,-5.280448,-1.700388,-0.883302,-0.217639,0.450132,-2.17317,-0.51231,-0.307583,-1.286785,-0.200592,1.438049],[0.640972,0.777236,1.944104,2.71553,-0.143323,-0.363691,-0.459246,0.356397,-0.397304,0.269665,-0.043936,-1.854994,0.079237,-0.096012,-0.056482,1.007333,0.284514,0.046059,1.136665],[1.072401,3.734161,-1.271908,0.769186,0.964076,2.206996,-1.610134,1.102629,1.200523,-0.642864,0.469083,-0.089314,-0.417698,0.400291,0.260267,1.183397,-2.497775,-0.484938,-2.337897],[0.325822,-1.35564,0.989779,-0.320968,-0.938194,-0.457365,0.051214,-0.015631,0.742858,0.180638,0.148619,-1.73414,-0.296719,0.230564,0.225837,-1.030832,0.965576,-0.46394,-0.846838],[1.35649,0.642146,4.914566,-0.031696,-2.023351,-1.23734,-1.111628,-0.590226,-0.405168,0.508476,-0.024153,-2.391695,-0.123425,-1.102375,0.233205,-0.716378,2.232507,-0.066027,0.542872],[1.256482,-1.876839,0.3982,-1.383948,3.622175,1.463007,3.766043,0.503593,-0.59434,-0.011934,0.013241,3.630551,0.562805,-1.198302,0.13806,0.418977,-1.817094,-0.255791,-1.71281],[-1.100847,1.225234,-0.112869,-0.589281,2.610517,0.811799,-1.188195,2.211503,1.210978,-1.494592,1.191815,1.168784,1.302313,-1.076068,-1.140899,-1.422147,0.963314,-0.802346,2.455842],[-2.5418,-2.7949,3.408287,3.515208,-0.169966,-0.925075,-1.721217,2.548898,0.416934,-0.968409,2.364348,-2.081431,1.343,0.190123,0.745897,0.975898,-0.429151,-1.893864,1.252952]],"b1":[1.912081,-1.544652,-4.335607,-0.835779,-1.452403,-2.131471,-0.58351,0.441083],"W2":[[0.170369,-2.088839,0.909971,-0.695932,-3.128293,-0.788988,-0.932055,0.914373],[0.398442,-1.947454,-1.690646,3.486981,0.212807,-2.12441,0.898202,-0.207989]],"b2":[1.472642,3.011485],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.0011473869989340794,"DIR_DECAY":0.7370399218663172,"ACT_DECAY":0.379239576306048,"SIZE_DECAY":0.4867524594304299,"TOX_DECAY":0.9285587336886469,"SIGMA_DECAY":0.7322915049395974,"LAMBDA_DECAY":0.9918731973738072,"SIZE_BLEND_DECAY":0.839782683768792,"TOX_BLEND_DECAY":0.23126062317900864,"ACT_BLEND_DECAY":0.9869667351980984,"PHAT_ALPHA":0.2511048961332347,"PHAT_ALPHA_RETAIL":0.05330595422745789,"PHAT_ALPHA_SAME":0.14346080797881552,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.762466824843065,"MIN_GATE":0.029894518728104672,"TRADE_TOX_BOOST":0.304644430182971,"STALE_ATTRACT_FRAC":0.6738113964436292,"RET_CAP":0.02322398504349152,"TOX_CAP":0.20895272260807754,"TRADE_RATIO_CAP":0.18322949587128132,"LAMBDA_CAP":1.143290231761949,"STEP_COUNT_CAP":64,"BASE_FEE":0.0003922554749123796,"SIGMA_COEF":0.21387613642227096,"LAMBDA_COEF":0.0012385978073011104,"FLOW_SIZE_COEF":0.5145360981743302,"TOX_COEF":0.03035153478179516,"TOX_QUAD_COEF":1.5819680162761636,"ACT_COEF":8.607978179351578,"DIR_COEF":0.0017894401263618763,"DIR_TOX_COEF":0.007381269548749673,"STALE_DIR_COEF":0.7483288218048417,"SIGMA_TOX_COEF":0.06102214335720234,"TAIL_KNEE":0.05312446349885788,"TAIL_SLOPE_PROTECT":0.8491344097858938,"TAIL_SLOPE_ATTRACT":0.8451430685382799,"ANCHOR_COUNT_CAP":704,"ANCHOR_LINEAR_K":0.6711157338972558,"ANCHOR_QUADRATIC_K":1.1273377035078045},"scaling":{"feature_order":["sigmaHat","lambdaHat","sizeHat","toxEma","actEma","direction","(spot-staleHat)/staleHat","signed_trade_ratio","arb_probability","first_in_step","uncertainty","min(silent,8)/8","anchor_mean","raw_size","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot_dev"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,0.0,-1.0,-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"input_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"note":"unchanged from CG"}},"seeds":{"speed":[1415999488,1415999999],"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[342000000,342172031],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[[9256000,9257023],[9258000,9259023]]},"notes":["All supplied artifact ids matched their download sha256 (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8); decoded T3 code cb6d9455, CG port b29cd2a0, replica source 1e4c44b4, HA code 99e3a2ec all matched; setup wheel aedb6828 verified; checkout 6b6921f8. No port was rebuilt.","Port used as given, inserted into the replica STRATEGY block; textual changes only: the three anchor literals (674., 0.712696..., 1.295240...) read W[NW..NW+2], and TH/W are slices of one parameter vector instead of the PT global. T = same port, head off (W[0]=0), port TH_VALUES and T's anchor literals. Gate B (+1.9204 se 0.0445) and the T3 monitor at start (+2.5846) and the T3 holdout over T (+2.5331) reproduce the values T3's own result records exactly.","Replica speed 958 markets/s (>=500) so mode search. 168 generations (1024 markets x 17 strategies each, ~16 s/generation) over 45.0 search minutes in 7 segments (each under 8 minutes, state pickled under scratch); search stopped at 45 minutes because that coincided with ~55 minutes of the item left. Monitor gain over T moved only from +2.5846 (T3) to +2.6115 (best, at the stop); sigma was capped from 0.3 down to 0.1375.","Frozen = the 45.05-minute monitored CMA mean (best monitored point), weights rounded to 1e-6, non-integer constants truncated to WAD integers (int(c*1e18)) as T3 does, integers rounded; the freeze rewrites only the constant declarations, the three anchor literals and the _head body. Freezing T3's own params with the same script reproduces T3.sol byte for byte. Scaling and the shell are unchanged.","Replica holdout (8192 seeds, once): candidate over T +2.556 se 0.014, over T3 +0.023 se 0.004.","Real engine, candidate minus T3, each alone vs Vanilla: block 9256000..9257023 +0.021 se 0.010 (543/1024 wins); block 9258000..9259023 +0.029 se 0.010 (558/1024 wins). The replica predicted +0.023; the real gain agrees but is small (about 2-3 se per block). This continuation adds little over T3: gains from further CMA on these coordinates at 1024 markets/generation appear to have flattened, unlike T3's curve.","Gas: candidate afterSwap peak 237,771 (<=245,000), 0 OOG/revert/halt in 22.1M afterSwap calls across both blocks; T3 peak 237,750 on the same seeds.","Retail/arb edge deltas are null: run_batch results expose edges, pnl, retail_volume_y and arb_volume_y but not the retail/arb split of edge, so pnl and volume deltas are given instead. Replica retail/arb deltas over T3 on the holdout are given in holdout.","T3 vs HA was not run (mode search, not real-only). No leaderboard placement is claimed."]}