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prescribed seeds, gas limits, and differential gates; additional synthetic high-impact stress limitation is 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","code_sha256":"e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b","params":{"W1":[[0.178829,0.381173,-0.673929,2.535991,-2.390938,-0.147668,-1.155634,2.283413,-4.202381,-1.629364,-0.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ReLU clipped [0,4], inputs clipped [-4,4], output in bps added to T-path fees then clamped [0,MAX_FEE]; weights rounded to 1e-6, Solidity signed 1e6 fixed point","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],"toxicity_anchor":{"count_cap":674,"linear_k_wad":712696014807650816,"quadratic_k_wad":1295240753826310656},"new_input_scaling":{"rule":"multiplier=1/sd, offset=-mean/sd (rounded 1e-6), measured on unchanged HA (new weights 0) over all callbacks of 256 replica training markets","n_callbacks":2713139,"markets":256,"seed_rule":"numpy.default_rng(20260205).integers(440000000,450000000,256)","mean":[0.0009555496232290559,1.4601024864557253,0.0036400373239948735,0.0035442536780931474,1.9968048080102052,-6.4602212889852405e-06],"sd":[0.0015454641142121854,0.7166984512114215,0.0045327235508511735,0.00438311721800645,2.4238622572469994,0.0036451723248762686],"mult":[647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"off":[-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772]}}},"seeds":{"speed":[7232768,7233279],"gate_B":[7232768,7233279],"holdout":[40000000,40008191],"real":[8612000,8613023],"completed_paired":1024,"training":null,"monitor":null},"hashes":{"cg_artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","constants_artifact":"fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6","ib_artifact":"afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557","replica_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","CG_code":"e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c"},"notes":["Setup completed successfully at pinned challenge commit; wheel SHA256 verified by the supplied setup script.","Speed measured after a one-market JIT warmup, 512 markets on 8 workers, 10000 steps/market. Replica strategy callbacks replaced by the supplied CG port without rebuilding its logic. Fixed T constants and supplied feature scaling are unchanged.","Search skipped under the explicit speed <500 markets/s rule. No joint-training gain is claimed. Frozen candidate is unchanged CG, not IB. Holdout over_base is identically zero because candidate equals CG.","Config generation uses numpy.default_rng(seed), drawing mean size, arrival rate, then sigma in MatchRunner order and ranges, with the requested fresh market seeds.","Real engine LightweightSimResult exposes total edge plus retail_volume_y and arb_volume_y, but no separate retail/arb edge totals. Volume deltas are measured; separate edge deltas are unavailable and null. Nothing was fabricated.","Additional high-impact callback stress test (lognormal(-2,1.5), capped at 15% reserve, elapsed sampled from [0,0,0,1,1,2,8,13]) reverted with Solidity panic 0x12 (division by zero), gas_used 62750, on sequence seed 990006, after six completed sequences. At callback index 1986, timestamp 5989, reserves were 0.11711176501433745 X and 8538851.753088795 Y, amountX 0.01547352094574228 and amountY 1155128.0803294033. This synthetic extreme-price robustness limitation is retained; no code repair was made in real-only mode.","Gate A uses 50 fresh deployments, 2000 callbacks each, seeds 990000..990049, smaller swaps lognormal(-3,0.7) capped at 0.5% reserve, same elapsed set. It compares both fees against EVM on identical reserve/amount inputs. Final sequence rerun after a numpy.bool JSON serialization error; no fee logic changed.","Local measured results, not external artifact historical results, populate speed, gates, holdout, real and gas. Source hashes authenticate inputs only."]}