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","code_sha256":"e45a89a9f4ee6a563696169efdd50867f9f626be72277cb987153be68e97891c","params":{"W1":[[-0.010452,0.768769,-0.54178,3.031976,-2.357821,0.521373,-1.432479,2.316964,-5.282565,-1.805054,-0.861747,-0.076003,0.552265,-2.218165,-0.428076,-0.291191,-1.281116,-0.14353,1.473166],[0.734887,0.810187,2.087415,2.595314,-0.095264,-0.306793,-0.432639,0.4052,-0.232632,0.158077,-0.070709,-1.842588,0.212783,-0.179822,-0.028513,1.025053,0.323252,0.096941,1.155114],[1.119923,3.832859,-1.217609,0.856273,0.980123,2.15587,-1.802665,0.985145,1.278733,-0.664738,0.441978,-0.087821,-0.463849,0.358269,0.233021,1.205028,-2.619957,-0.452835,-2.28637],[0.268892,-1.281855,0.989901,-0.301462,-1.045455,-0.396254,0.041302,-0.092189,0.817427,0.147429,0.212275,-1.822843,-0.394283,0.199489,0.202907,-1.051112,0.962317,-0.438539,-0.949473],[1.32419,0.556278,4.826552,-0.032089,-1.981299,-1.265418,-1.118247,-0.622916,-0.362474,0.541501,-0.038351,-2.272151,0.075765,-1.158656,0.304148,-0.675353,2.298049,-0.070413,0.547266],[1.305855,-2.046474,0.531009,-1.31496,3.586027,1.490526,3.861557,0.489021,-0.477069,0.086082,-0.016996,3.690432,0.640913,-1.183665,0.140478,0.501807,-1.803038,-0.232875,-1.594988],[-1.005266,1.038036,-0.05385,-0.755736,2.649224,0.724136,-1.163456,2.196656,1.301724,-1.528784,1.170616,1.18111,1.475724,-0.981815,-1.134563,-1.515058,0.938784,-0.882917,2.512511],[-2.613047,-2.649421,3.273804,3.48744,-0.142311,-0.820704,-1.663292,2.530798,0.4131,-0.898179,2.466683,-1.986257,1.408172,0.263415,0.73792,0.818117,-0.518608,-1.796872,1.282409]],"b1":[1.97094,-1.633272,-4.265347,-0.804722,-1.564275,-2.141106,-0.611296,0.379078],"W2":[[0.186953,-2.065399,0.922124,-0.67514,-3.067321,-0.700078,-1.007965,0.810031],[0.414766,-1.945429,-1.733095,3.609682,0.222612,-2.158413,0.908924,-0.178625]],"b2":[1.470006,3.098985],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.0011472866460765796,"DIR_DECAY":0.7262046765926884,"ACT_DECAY":0.38931081337889606,"SIZE_DECAY":0.487467737404087,"TOX_DECAY":0.9282351727659617,"SIGMA_DECAY":0.7302769255912114,"LAMBDA_DECAY":0.9918170814425955,"SIZE_BLEND_DECAY":0.8381208750686803,"TOX_BLEND_DECAY":0.2074280810852619,"ACT_BLEND_DECAY":0.986677415806622,"PHAT_ALPHA":0.2533520461025083,"PHAT_ALPHA_RETAIL":0.055599335854346135,"PHAT_ALPHA_SAME":0.141657617973822,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.694653045596447,"MIN_GATE":0.03010374520714776,"TRADE_TOX_BOOST":0.29568711992854013,"STALE_ATTRACT_FRAC":0.6905033277512362,"RET_CAP":0.0233694426697277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from CG"}},"notes":["Setup completed at the pinned repository commit; instrumented wheel and all supplied code/source hashes verified. The corrected T3 artifact ID is 64 characters and downloadable.","The supplied CG port was used without rebuilding its logic: TH constants and the three anchor literals are parameterized; market/RNG code is unchanged. T is the supplied T-path with learned head disabled.","Gate A and C use the first 2000 actual callbacks from each of 50 replica markets, reset per sequence, seeds 310000..310049. No synthetic stress trades.","Real protocol: each arm alone against 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), batches of 8; MatchRunner configuration draw order and values with seed equal to market seed. No real seed reused per arm.","The engine exposes total edge and retail/arb Y volume, but not retail/arb edge split: edge component deltas are null. Volume deltas are paired over recorded fields. First-block T3 volume/PnL fields were not retained for its first 128 markets; those deltas use the remaining 896, explicitly marked n. Second block volume deltas use all 1024.","Gas is measured from amm_sim_rs.gas_stats(), filtered to Submission and aggregated over disjoint batches; not executor gas estimates.","No leaderboard submission or top-10 claim."],"input_hashes":{"T3":{"artifact":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},"CG":{"artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","port_sha256":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b"},"replica":{"artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","source_sha256":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c"},"HA":{"artifact":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","code_sha256":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe"}},"reproduction":{"format":"files_zb64 = base64(zlib(UTF-8 JSON object mapping scratch filenames to exact source text))","files_zb64":"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","sha256":"5d28ea3c91782512a1f65c35388e1d6210d044d98aaae7479cfe8181aa8311a5","instructions":"Run setup once in the pinned checkout. Download the three supplied artifacts into scratch/t3.json, cg.json, rep.json; verify artifact and inner hashes; extract t3.sol, cg.py (port_zb64), rep.py (replica_source). Run prepare.py, gates.py A and B, search.py in bounded segments, freeze.py, gateC.py, holdout.py once, real.py ARM START N in disjoint seed chunks. Use scratch/env.sh. Search initially used run_many fork pools; from generation 34 it used persistent workers with the identical m._worker implementation and order-preserving map. Real.py corrected volume field capture after the first 128 baseline markets; those initial volume fields are unavailable."}}