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","code_sha256":"67f6e1a239b0896dafc9ff26415c7677b1c53de3f4d97e4d321fc7291afb63bf","params":{"W1":[[-0.144981,0.901144,-0.610803,2.994003,-2.482162,0.725908,-1.357156,2.353979,-5.323952,-1.823641,-0.720047,-0.268806,0.499969,-2.261217,-0.399884,-0.304623,-1.283322,-0.176564,1.459747],[0.742034,0.71681,1.984905,2.434537,-0.20457,-0.227795,-0.305928,0.382264,-0.431951,0.17363,-0.141415,-1.792759,0.167216,-0.158517,-0.190091,0.837525,0.415163,0.119,1.013331],[0.903603,3.889327,-1.170491,0.751441,0.960722,2.202874,-1.700667,0.931843,1.118655,-0.408373,0.474704,-0.094625,-0.23562,0.382206,0.199561,1.167168,-2.574453,-0.488426,-2.350303],[0.278084,-1.432078,1.06823,-0.212593,-1.03795,-0.21144,0.108195,0.146024,0.762587,-0.000777,0.226513,-1.754816,-0.316213,0.197931,0.133773,-1.321284,1.028408,-0.437363,-0.661092],[1.285002,0.55047,4.789543,-0.102972,-2.068854,-1.215179,-1.072265,-0.584737,-0.395194,0.604692,-0.042508,-2.313935,-0.142353,-1.091,0.336551,-0.840709,2.125682,-0.087126,0.545574],[1.326442,-1.891023,0.543894,-1.338082,3.666401,1.492491,3.85049,0.587387,-0.750899,0.029736,-0.016473,3.659543,0.681845,-1.174018,0.184232,0.416401,-1.905874,-0.118544,-1.640766],[-0.947065,1.008626,-0.117938,-0.668747,2.54,0.85761,-1.135844,2.180002,1.370103,-1.438292,1.232179,1.346169,1.36988,-1.116147,-1.107159,-1.555708,0.950378,-0.781505,2.505925],[-2.516867,-2.718472,3.358631,3.419689,-0.263322,-0.776919,-1.843614,2.622525,0.431826,-0.816586,2.332687,-1.995959,1.458953,0.018991,0.711274,1.012638,-0.347123,-1.663353,1.095624]],"b1":[2.007739,-1.484153,-4.097136,-0.876069,-1.424184,-2.237086,-0.672343,0.293039],"W2":[[0.118834,-2.130869,0.97395,-0.71579,-3.110598,-0.697485,-0.996578,0.877409],[0.398282,-1.921451,-1.806757,3.50546,0.285906,-1.997857,0.915021,-0.323053]],"b2":[1.485533,3.218815],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001115694601006082,"DIR_DECAY":0.7292962242075165,"ACT_DECAY":0.3361780740158712,"SIZE_DECAY":0.486959216657886,"TOX_DECAY":0.9223654141121431,"SIGMA_DECAY":0.7166292194660807,"LAMBDA_DECAY":0.9921515094803732,"SIZE_BLEND_DECAY":0.8453383293473358,"TOX_BLEND_DECAY":0.24148355149644152,"ACT_BLEND_DECAY":0.9866964235753904,"PHAT_ALPHA":0.24928497631919144,"PHAT_ALPHA_RETAIL":0.05338858772473636,"PHAT_ALPHA_SAME":0.14481895712219325,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.566980677830545,"MIN_GATE":0.030303956836711474,"TRADE_TOX_BOOST":0.299372780613296,"STALE_ATTRACT_FRAC":0.6753141508546621,"RET_CAP":0.02272154685685468,"TOX_CAP":0.20723639985439674,"TRADE_RATIO_CAP":0.1771404131631725,"LAMBDA_CAP":1.179743388567946,"STEP_COUNT_CAP":63,"BASE_FEE":0.000378143338078852,"SIGMA_COEF":0.20047240677975642,"LAMBDA_COEF":0.001336971470166143,"FLOW_SIZE_COEF":0.4909740405391827,"TOX_COEF":0.03120094226186283,"TOX_QUAD_COEF":1.5562834811876154,"ACT_COEF":8.333004746351165,"DIR_COEF":0.001730528466211895,"DIR_TOX_COEF":0.007914237531187905,"STALE_DIR_COEF":0.7511764679097185,"SIGMA_TOX_COEF":0.06436436512290607,"TAIL_KNEE":0.05284635444552164,"TAIL_SLOPE_PROTECT":0.8490092091270881,"TAIL_SLOPE_ATTRACT":0.8496895208687992,"ANCHOR_COUNT_CAP":703,"ANCHOR_LINEAR_K":0.6468245447121208,"ANCHOR_QUADRATIC_K":1.1223759307504069},"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,-0.80305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from CG"}},"notes":["All four downloaded artifact payloads matched content-addressed SHA-256 IDs; T3 code, CG port, replica_source and HA code matched their separately specified SHA-256 hashes.","Port algorithm reused from CG; weights/scaling packed into W and constants into TH. Existing anchor literals bound to TH so the three T3 anchor constants are tunable. Market replica outside its STRATEGY block unchanged.","Real protocol: each strategy alone versus 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 16. Config draw order/ranges match pinned MatchRunner._build_configs, with RNG/config seed equal to market seed. All reported real seeds fresh, each arm run once per seed.","Retail/arb edge split reconstructed from prior end-step spot/fees and current fair price using constant product and pinned engine arbitrage formulas; arb volume cross-check errors reported per block. Retail edge = total edge - reconstructed arb edge.","Long simulation, gate and training commands bounded by timeout 470 seconds; CMA state checkpointed each generation and resumed in segments. No holdout or real result used to select the frozen point."]}