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","code_sha256":"1d779c09e46e8cd9564de9ac8533901329e230382b2326e31296a47c449e96cd","params":{"W1":[[-0.006729,0.799902,-0.484684,2.864972,-2.519922,0.509944,-1.313599,2.164338,-5.066092,-1.788322,-0.885503,-0.233961,0.288078,-2.177252,-0.558052,-0.58721,-1.330768,-0.061893,1.42946],[0.844719,0.748322,1.986554,2.682662,-0.105959,-0.3998,-0.450119,0.32988,-0.373843,0.175924,-0.068967,-1.869385,0.165205,-0.063018,-0.135454,1.170756,0.534597,0.033818,1.015475],[0.826591,3.842548,-1.261625,0.590449,0.865767,2.284205,-1.690941,1.027531,1.606395,-0.608762,0.459933,-0.019729,-0.042114,0.229103,0.449002,1.212342,-2.583941,-0.370948,-2.538492],[0.337341,-1.300846,1.022784,-0.323136,-1.218382,-0.35758,0.178275,-0.006943,0.767437,0.076795,0.176731,-1.964718,-0.166101,0.345251,0.275064,-1.238674,0.964716,-0.317143,-0.629475],[1.248544,0.713768,4.865294,-0.144095,-2.021449,-1.141695,-1.117486,-0.732379,-0.246473,0.428593,-0.136881,-1.926399,-0.04877,-0.962113,0.338465,-1.072488,2.131887,-0.031195,0.534725],[1.214846,-1.837636,0.453862,-1.429329,3.522234,1.385223,3.750771,0.517938,-0.576619,-0.003823,0.000861,3.698057,0.511272,-0.947068,0.232286,0.602689,-1.965648,-0.211476,-1.690277],[-1.050132,1.025036,-0.096899,-0.785964,2.601542,0.680791,-1.164159,2.406866,1.192635,-1.309973,1.258453,1.041202,1.486538,-1.028995,-1.23244,-1.745315,0.99892,-0.661878,2.433973],[-2.14434,-2.490552,3.292683,3.678438,-0.329398,-0.753261,-1.890177,2.587134,0.598269,-0.689507,2.239769,-2.313409,1.347303,0.166042,0.442814,0.96607,-0.307427,-1.621325,1.218129]],"b1":[1.869214,-1.752079,-3.690691,-0.910478,-1.001446,-2.057739,-0.522653,0.164029],"W2":[[0.183794,-2.082713,1.061627,-0.832081,-2.910622,-0.845952,-1.025586,0.877588],[0.486935,-1.9803,-1.750004,3.675965,0.216957,-2.087864,0.857915,-0.310313]],"b2":[1.552757,3.233678],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001138205597929643,"DIR_DECAY":0.7411216706320578,"ACT_DECAY":0.34534335615048295,"SIZE_DECAY":0.5100577227619273,"TOX_DECAY":0.9288701294018581,"SIGMA_DECAY":0.7201523475240652,"LAMBDA_DECAY":0.9920093894209223,"SIZE_BLEND_DECAY":0.8401823615380838,"TOX_BLEND_DECAY":0.29433030636053426,"ACT_BLEND_DECAY":0.9867574009296215,"PHAT_ALPHA":0.24970149541629494,"PHAT_ALPHA_RETAIL":0.05390691828505754,"PHAT_ALPHA_SAME":0.14151569508529516,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.273938215573787,"MIN_GATE":0.029447900311445598,"TRADE_TOX_BOOST":0.2903330164906532,"STALE_ATTRACT_FRAC":0.6737450527976346,"RET_CAP":0.02265408435024787,"TOX_CAP":0.1999413732932688,"TRADE_RATIO_CAP":0.19700692127138095,"LAMBDA_CAP":1.0738782781935652,"STEP_COUNT_CAP":68,"BASE_FEE":0.000413981984718861,"SIGMA_COEF":0.20091943711486443,"LAMBDA_COEF":0.00133030612086089,"FLOW_SIZE_COEF":0.48363151882167943,"TOX_COEF":0.03088080721446337,"TOX_QUAD_COEF":1.537828170393479,"ACT_COEF":8.948323507467602,"DIR_COEF":0.001808882783377099,"DIR_TOX_COEF":0.007769471645009643,"STALE_DIR_COEF":0.7513653416033172,"SIGMA_TOX_COEF":0.06279357130849036,"TAIL_KNEE":0.05756372743416252,"TAIL_SLOPE_PROTECT":0.8229466419678656,"TAIL_SLOPE_ATTRACT":0.824150638287811,"ANCHOR_COUNT_CAP":739,"ANCHOR_LINEAR_K":0.6798029770581647,"ANCHOR_QUADRATIC_K":1.127357391753658},"constants_wad_as_in_code":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":1138205597929643,"DIR_DECAY":741121670632057856,"ACT_DECAY":345343356150482944,"SIZE_DECAY":510057722761927296,"TOX_DECAY":928870129401858048,"SIGMA_DECAY":720152347524065152,"LAMBDA_DECAY":992009389420922368,"SIZE_BLEND_DECAY":840182361538083840,"TOX_BLEND_DECAY":294330306360534272,"ACT_BLEND_DECAY":986757400929621504,"PHAT_ALPHA":249701495416294944,"PHAT_ALPHA_RETAIL":53906918285057536,"PHAT_ALPHA_SAME":141515695085295152,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":627393821557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from CG"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[1970000000,1970259583],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[[8780000,8781023],[8782000,8783023]]},"notes":["All artifact sha256 (T3 file, T3 code cb6d9455, CG file, CG port b29cd2a0, replica 1e4c44b4, HA code 99e3a2ec) and the setup wheel matched; checkout 6b6921f8.","Port: CG port inserted into the replica STRATEGY block; only textual changes: the three anchor literals (674, 0.7127.., 1.2952..) read from the parameter vector, TH constants and head weights taken from one vector instead of the PT global. T = same port, head off, default constants.","Gate B reproduces the previous worker value exactly (+1.9204 se 0.0445); T3 monitor at start (+2.5846) equals the T3 artifact best_monitor.","Search from T3 frozen params for 51.3 search minutes / 507 generations in 8 segments each under 8 minutes; monitor gain over T rose from +2.585 to +2.663 (minute 50.06, frozen; the 55-minute-remaining rule ended the search). Monitor se about 0.03, so small steps are within noise.","Replica holdout: candidate over T3 +0.078 se 0.005, over T +2.611. Real engine paired candidate minus T3: block1 +0.074 se 0.013, block2 +0.112 se 0.014.","Retail/arb edge deltas are null: run_batch does not split edge; volume and pnl deltas given. Each arm ran alone vs VanillaStrategy via amm_sim_rs.run_batch(X, Vanilla, configs, 8) in chunks of 64, configs per MatchRunner._build_configs with seed = market seed.","Mode search used because replica speed >= 500/s. An extra HA arm was run on block 1 (not requested) and is not reported.","Freeze: weights rounded to 1e-6, non-integer constants to WAD ints int(c*1e18); the same freeze applied to T3 params reproduces T3 code byte for byte; scaling and shell unchanged.","Gain over HA and leaderboard placement not measured or claimed (top 10 needs about +3.1 over HA)."]}