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","decoded_code_sha256":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","params":{"hidden_units":8,"W1":[[-0.042655,1.389981,-0.435022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claimed"},"curve":[[10,0.31355753224057425,0.01502250591389228],[20,0.5132338563411899,0.016883688859638774],[30,0.6700794904732756,0.020478208120545367],[40,0.716303441439913,0.01835632355119158],[50,0.6210749220057433,0.017996482970904358],[60,0.6210749220057433,0.017996482970904358],[70,0.6210749220057433,0.017996482970904358],[80,0.6210749220057433,0.017996482970904358],[90,0.6210749220057433,0.017996482970904358],[100,0.6210749220057433,0.017996482970904358],[110,0.6210749220057433,0.017996482970904358],[120,0.7486130116689275,0.019694618816517434],[130,0.7486130116689275,0.019694618816517434],[140,0.7486130116689275,0.019694618816517434],[150,0.7486130116689275,0.019694618816517434],[160,0.8093951784823651,0.021151234703818543],[170,0.8093951784823651,0.021151234703818543],[180,0.888571111087092,0.02176165980692271],[190,0.9286374272602482,0.019246795253669097],[200,0.9087666677243054,0.01971201494052476],[210,0.95540730056382,0.02129135843776028],[220,1.0402963127674938,0.021301914537894946],[230,1.0402963127674938,0.021301914537894946],[240,1.0402963127674938,0.021301914537894946],[250,1.0402963127674938,0.021301914537894946],[260,1.0402963127674938,0.021301914537894946],[270,1.0402963127674938,0.021301914537894946],[280,1.0402963127674938,0.021301914537894946],[290,1.0379081764057307,0.020856166486377146],[300,1.0379081764057307,0.020856166486377146],[310,1.0379081764057307,0.020856166486377146],[320,1.0360368999470593,0.020520805393056753],[330,1.0360368999470593,0.020520805393056753],[340,1.0360368999470593,0.020520805393056753],[350,1.0360368999470593,0.020520805393056753],[360,1.0360368999470593,0.020520805393056753],[370,1.0966772622519825,0.020878532501852298],[380,1.0966772622519825,0.020878532501852298],[390,1.0966772622519825,0.020878532501852298],[400,1.0966772622519825,0.020878532501852298],[410,1.1515186909142017,0.021420238492560275]],"gates":{"A":{"source":"RS2 artifact diff_test","sequences":200,"swap_callbacks":400000,"initialization_callbacks":200,"max_abs_fee_difference_bps":3.7855135692765884e-9,"threshold_bps":0.01,"passed":true},"B":{"source":"supplied HA artifact validation; required HA-vs-T interpretation not established","passed":false,"artifact_reported_gain":0.2420270811033297,"artifact_reported_se":0.01692058885963823,"artifact_required_interval":[0.17,0.37],"required_real_gain":1.257317072552457,"absolute_gap_from_required_real_gain":1.015289991449127,"reason":"The supplied artifact reports a 0.242 replica gain but does not identify it as the required HA-vs-T paired comparison; no new HA-vs-T replica run was claimed."},"C":{"source":"supplied HA artifact gate","passed":true,"sequences":20,"swap_callbacks":40000,"max_fee_diff_bps":0.0000760422131512728,"threshold_bps":0.1,"seeds":[310000,310019]}},"seeds":{"replica_validation":[31000000,31004095],"real_confirmation":[6020000,6020511],"real_chunks":[{"start":6020000,"n":64,"mean_diff":1.1425077821720162},{"start":6020064,"n":64,"mean_diff":1.2991317911389402},{"start":6020128,"n":64,"mean_diff":1.540802036087534},{"start":6020192,"n":64,"mean_diff":0.9597960607904676},{"start":6020256,"n":64,"mean_diff":1.213708554548524},{"start":6020320,"n":64,"mean_diff":1.1967016961108339},{"start":6020384,"n":64,"mean_diff":1.3237257467981998},{"start":6020448,"n":64,"mean_diff":1.3821629127731399}],"port_diff":[310000,310199]},"replica_validation_vs_T":{"source":"supplied HA artifact","passed":false,"artifact_reported_gain":0.2420270811033297,"required_real_gain":1.257317072552457,"absolute_gap":1.015289991449127,"reason":"Required replica-vs-real matching comparison was not established."},"real":{"vs_T":{"n":512,"mean_diff":1.257317072552457,"se":0.06203879579203182,"worst5":[{"seed":6020246,"diff":-2.1792053779995513},{"seed":6020336,"diff":-2.022197550879696},{"seed":6020180,"diff":-1.6446567069602906},{"seed":6020487,"diff":-1.2791665313936846},{"seed":6020342,"diff":-1.2665776793586474}]},"retail_delta":4.1956951263987365,"arb_delta":-2.9383780538462787,"retail_delta_se":0.06932533531280473,"arb_delta_se":0.025664455981920496,"paired_definition":"supplied HA artifact frozen 512-seed confirmation"},"gas":{"max_ok":231381,"init_max_ok":243147,"oog":0,"other_failures":0,"valid":true,"raw_counters":[{"role":"Baseline","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":21796,"sum_ok_gas":11159552,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":5491757,"ok":5491757,"max_ok_gas":22592,"sum_ok_gas":123909450832,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":512,"ok":512,"max_ok_gas":21526,"sum_ok_gas":11021312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":243147,"sum_ok_gas":124491264,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5439483,"ok":5439483,"max_ok_gas":231381,"sum_ok_gas":716419648957,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21654,"sum_ok_gas":11086848,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}],"T_raw_counters":[{"role":"Baseline","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":21796,"sum_ok_gas":11159552,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":5480326,"ok":5480326,"max_ok_gas":22592,"sum_ok_gas":123652301636,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":512,"ok":512,"max_ok_gas":21526,"sum_ok_gas":11021312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":243115,"sum_ok_gas":124474880,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5280593,"ok":5280593,"max_ok_gas":223251,"sum_ok_gas":653608940785,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21623,"sum_ok_gas":11070976,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]},"commands":["curl -fsSL https://api.imdnotdead.fun/artifacts/{T,replica,RS2,HA}","git clone https://github.com/benedictbrady/amm-challenge && git checkout 6b6921f8d463314aa7c96234e1be25a25245f704","prescribed setup (dependency install passed; final python command failed: python not found)","scratch/amm-challenge/.venv/bin/python -c \"import solcx; solcx.install_solc('0.8.24')\"","scratch/amm-challenge/.venv/bin/amm-match validate contracts/src/StarterStrategy.sol","replica.py --n 4096 --seed 810000 --procs 8"],"notes":["Downloaded JSON SHA-256 values equal their URL artifact IDs.","The supplied HA artifact reports real paired gain 1.257317072552457 vs T on seeds 6020000..6020511, SE 0.06203879579203182, zero OOG, and afterSwap peak 231381.","No leaderboard placement is inferred.","Fresh real candidate-vs-HA paired deltas and gas_stats for a newly trained candidate were not run; the included numbers are the supplied HA checkpoint evidence.","The requested source URL quotes are listed separately.","Required B replica-vs-real match is reported as not established: the supplied artifact value 0.2420270811033297 is not asserted to be the required HA-vs-T comparison."]}