{"item":"k05","hashes":{"checkout":"6b6921f8d463314aa7c96234e1be25a25245f704","wheel":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a","CG_code":"e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","kit_artifact":"0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786","cg_artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","ib_artifact":"afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557","ha_artifact":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","t_origin_artifact":"6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe","replica_origin_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","port_origin_artifact":"d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e","kit_sim":"d003c663b94968b58aaefb65fef8e910638ee1664e19f96c809b45e499910638","kit_harness":"24169a30bddafe5f82fa6873adcd7d6c15892f883d1af25eebaa9b5f623606bc","kit_port":"9aa80ce98b31cb18b14192a87a9b6d133e4c9c2d7adc4a51a5f170be95d92fef","kit_differential_test":"32345abab9b1ea77ebe084b02e1c4b7bb692b5202af7c62572e36f96d3e2cb5b","kit_tests":"2ff44560ef5b8ee5d5e1c32daf4e2c63b05fb858b9a4646640884fc66ca22bcd","kit_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","kit_t_code":"ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3","upstream":{"ha":{"url":"https://api.imd.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","json_sha256":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","source_sha256":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","source_field":"code"},"t":{"url":"https://api.imd.fun/artifacts/6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe","json_sha256":"6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe","source_sha256":"ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3","source_field":"code"},"replica":{"url":"https://api.imd.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","json_sha256":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","source_sha256":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","source_field":"replica_source"},"port":{"url":"https://api.imd.fun/artifacts/d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e","json_sha256":"d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e","source_sha256":"9eac3553357528b06eeae3ed8d18283d83401e1968145ceba16be356a147e271","source_field":"port_source"},"RS2_contract":{"source_from":"port artifact contract_source_zlib_base64","source_sha256":"f24b6ca198b744c380842c3a17964a6dc21f311bb04984b26733afa3fee8eaf2"},"upstream_differential_test":"006223a8f8c59e547cb52fb9001e45948e485c3a6a24788b8db53772a9938bbb","setup_script":"f3abb169ae32d5b1c3d8604d693fa1c646dcbda1a527aab6cc6c8402724f392b"},"all_verified":true,"kit_params":"3cd7f8ba0317531606be03b8d9367602a4341648b0e9de1a42e6e0ccd650994a","pinned_config_source":"e4b13d9f271fe27e184157904e6e9f5079db7c49ec5c0e1a31b52daeea2c1f9c","pinned_match_source":"78915a1aa36341e61c29f333fb18b31a319f70ce3e8bc2f737ba8b003aea5c17","pinned_compiler_source":"52f6a4627a4aef298d3f3602ecc8dcdfa9c7e1b9c2d2145400af4898622307f4"},"speed":{"n":512,"seconds":5.908320569898933,"markets_per_second":86.65745095289543,"procs":8,"n_steps":10000,"warm_compile_excluded":true,"mean":527.7248146743741},"gates":{"A":{"passed":true,"sequences":50,"swap_callbacks":100000,"max_fee_diff_bps":8.814065310946972e-05,"threshold_bps":0.01,"seed_start":310000,"seed_end":310049},"B":{"n":512,"mean_diff":1.920372244773669,"se":0.04445924198500627,"worst5":[[7232891,-3.049476778511462],[7232972,-1.5349029608594265],[7232818,-1.2441312059794427],[7233140,-1.043859456960604],[7232842,-0.6690038527066235]],"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"passed":true,"expected_real":2.0,"tolerance":0.15,"seed_start":7232768,"seed_end":7233279},"C":{"passed":true,"sequences":50,"swap_callbacks":100000,"max_fee_diff_bps":8.814065310946972e-05,"threshold_bps":0.1,"seed_start":310000,"seed_end":310049,"evidence":"CG frozen unchanged; identical code SHA256, port, scaling and 178 frozen weights as gate A; the same 50x2000 differential check validates both A and C."}},"search":{"minutes":0,"generations":0,"settings":{"mode":"required low-speed fallback","cutoff_markets_per_second":200,"reason":"Measured replica speed below 200 markets/s; no CMA-ES search permitted by brief.","planned_sigma0":0.13,"ES_seed":605,"popsize":32,"CMA_stds":{"W1":0.16007274507182634,"b1":0.18564858000307327,"W2":0.12726224434596164,"b2":0.1185932470281719,"rule":"0.1*rms of HA W1 (13 old cols)/b1/W2/b2; new W1 columns start at 0 with W1 std"},"train_markets_per_generation":128,"train_seed_start":1540000000,"monitor_seed_start":30000000,"monitor_seed_end":30002047,"training_performed":false,"initialization":"CG frozen params; restart never used"},"final_sigma":null},"curve":[],"holdout":{"n":8192,"over_T":1.9519172921936434,"over_CG":0.0,"over_IB":0.1829172921936435,"se":0.011938004553452971,"se_over_CG":0.0,"vs_T":{"n":8192,"mean_diff":1.9519172921936434,"se":0.011938004553452971,"worst5":[[40000312,-9.959248211344743],[40002867,-4.3626491889311865],[40002479,-3.854714572728085],[40001544,-3.661512664777206],[40002732,-3.2902858919417213]],"retail_delta":4.793449986715062,"arb_delta":-2.841532694521419},"seed_start":40000000,"seed_end":40008191,"seconds":197.20353930909187,"IB_reference":1.769},"real":{"seeds":{"start":8016000,"end":8016975,"n":976,"per_arm":{"CG":976,"IB":976,"HA":512},"reuse":"Each arm evaluated once per seed; different arms paired on the same seeds, each alone versus VanillaStrategy."},"vs_IB":{"n":976,"mean_diff":0.18194513715612826,"se":0.02244372246080817,"sum":177.57845386438117,"sumsq":511.65013323186014,"worst5":[[8016190,-2.9344390415548105],[8016558,-2.103918750505386],[8016368,-2.0739389451940724],[8016841,-1.8233173623815446],[8016818,-1.7167232119350047]],"retail_delta":-0.2622398936062906,"arb_delta":0.4441850307624205},"vs_CG":{"n":976,"mean_diff":0.0,"se":0.0,"sum":0.0,"sumsq":0.0,"worst5":[[8016000,0.0],[8016001,0.0],[8016002,0.0],[8016003,0.0],[8016004,0.0]],"retail_delta":0.0,"arb_delta":0.0},"vs_HA":{"n":512,"mean_diff":0.8007441182840719,"se":0.03528745464202219,"sum":409.9809885614448,"sumsq":654.0751971989316,"worst5":[[8016432,-1.9361886502254038],[8016142,-1.8632932967850593],[8016026,-1.485036180498014],[8016500,-1.3991999885745372],[8016368,-1.1894194822338022]],"retail_delta":0.7134469163754055,"arb_delta":0.08729720190866841},"candidate":"unchanged frozen CG","target_n_per_arm":1024,"reduced_due_to_time":true,"engine_seconds":{"CG":2057.060130733298,"IB":2081.0964495348744,"HA":936.225898727309},"max_abs_arb_volume_reconstruction_error":0.00011286406879662536,"means":{"CG":{"edge":531.5335295391551,"retail":561.6091354737968,"arb":-30.075605934641683},"IB":{"edge":531.3515844019989,"retail":561.8713753674031,"arb":-30.519790965404106},"HA":{"edge":534.0595015134259,"retail":564.2748695784653,"arb":-30.21536806503931}}},"gas":{"CG":{"afterSwap_peak":235599,"afterInitialize_peak":243237,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"callback_counts":{"afterSwap":10536007,"afterInitialize":976,"getName":976},"all_roles_failed_calls":0},"IB":{"afterSwap_peak":234946,"afterInitialize_peak":243227,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"callback_counts":{"afterSwap":10542666,"afterInitialize":976,"getName":976},"all_roles_failed_calls":0},"HA":{"afterSwap_peak":231584,"afterInitialize_peak":243147,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"callback_counts":{"afterSwap":5468092,"afterInitialize":512,"getName":512},"all_roles_failed_calls":0}},"valid":true,"code_zb64":"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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,-0.932017,-0.904276,0.87827,-1.528522,0.433046,0.051806,-0.779247,-0.163126,1.078962],[0.559064,0.918786,1.553987,3.168451,0.420204,0.694838,-0.439773,-0.039236,-0.284747,0.340621,-0.171891,-1.791492,0.127473,-0.459555,-0.010602,1.820682,0.176828,0.012661,0.664516],[1.827684,3.475907,-1.08003,1.295005,1.848236,2.639381,-1.920023,1.842073,1.663576,-1.586856,0.080787,-1.128413,-0.742049,0.407887,0.064992,1.444593,-2.648004,0.012121,-1.468558],[-0.011022,-1.453244,0.053177,-0.390076,-1.279949,-0.57684,0.128734,0.571243,0.312832,0.389415,0.283669,-1.74513,-0.848326,0.131994,0.147126,-0.452858,2.049917,-0.664146,-0.715165],[0.939742,0.531938,4.693528,-0.657448,-2.341433,-1.156845,-0.420888,-0.455754,0.034023,0.044572,0.063209,-2.08046,0.118584,-0.761222,0.241699,-0.299798,2.117414,-0.078259,0.419987],[1.376487,-1.777479,1.090315,-2.17136,3.536807,1.249003,2.177941,0.900443,-1.181285,-0.497954,-0.051156,3.646749,0.533647,-0.689304,-0.299664,0.443147,-1.71513,-0.444258,-0.936767],[-2.162877,1.076193,-0.686369,-0.593114,2.557564,1.005332,-1.260877,1.963978,1.195929,-1.104501,1.454214,1.451236,1.383789,-0.106544,-1.321814,-1.338248,0.170855,-1.477329,2.244709],[-2.596221,-3.235563,3.634011,3.875281,-0.954084,-0.733815,-1.77596,1.98073,0.798024,-0.163056,2.670381,-2.046467,1.363483,-0.219077,0.635822,1.556081,-0.411006,-1.697068,1.630328]],"b1":[0.95747,-1.541352,-4.757279,-0.601356,-1.482708,-0.835788,-1.376616,0.316573],"W2":[[0.415926,-2.109809,0.296613,0.052636,-3.60384,-0.329084,-1.018915,1.046822],[0.715995,-1.535254,-1.2631,3.580288,0.185866,-1.820212,0.624001,0.104119]],"b2":[1.377757,2.042513],"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,-0.803057,-0.808615,-0.823811,0.001772],"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]}},"architecture":"19-8-2, 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","toxicity_anchor":{"count_cap":674,"linear_k_wad":712696014807650816,"quadratic_k_wad":1295240753826310656}},"weights":[0.178829,0.381173,-0.673929,2.535991,-2.390938,-0.147668,-1.155634,2.283413,-4.202381,-1.629364,-0.932017,-0.904276,0.87827,-1.528522,0.433046,0.051806,-0.779247,-0.163126,1.078962,0.559064,0.918786,1.553987,3.168451,0.420204,0.694838,-0.439773,-0.039236,-0.284747,0.340621,-0.171891,-1.791492,0.127473,-0.459555,-0.010602,1.820682,0.176828,0.012661,0.664516,1.827684,3.475907,-1.08003,1.295005,1.848236,2.639381,-1.920023,1.842073,1.663576,-1.586856,0.080787,-1.128413,-0.742049,0.407887,0.064992,1.444593,-2.648004,0.012121,-1.468558,-0.011022,-1.453244,0.053177,-0.390076,-1.279949,-0.57684,0.128734,0.571243,0.312832,0.389415,0.283669,-1.74513,-0.848326,0.131994,0.147126,-0.452858,2.049917,-0.664146,-0.715165,0.939742,0.531938,4.693528,-0.657448,-2.341433,-1.156845,-0.420888,-0.455754,0.034023,0.044572,0.063209,-2.08046,0.118584,-0.761222,0.241699,-0.299798,2.117414,-0.078259,0.419987,1.376487,-1.777479,1.090315,-2.17136,3.536807,1.249003,2.177941,0.900443,-1.181285,-0.497954,-0.051156,3.646749,0.533647,-0.689304,-0.299664,0.443147,-1.71513,-0.444258,-0.936767,-2.162877,1.076193,-0.686369,-0.593114,2.557564,1.005332,-1.260877,1.963978,1.195929,-1.104501,1.454214,1.451236,1.383789,-0.106544,-1.321814,-1.338248,0.170855,-1.477329,2.244709,-2.596221,-3.235563,3.634011,3.875281,-0.954084,-0.733815,-1.77596,1.98073,0.798024,-0.163056,2.670381,-2.046467,1.363483,-0.219077,0.635822,1.556081,-0.411006,-1.697068,1.630328,0.95747,-1.541352,-4.757279,-0.601356,-1.482708,-0.835788,-1.376616,0.316573,0.415926,-2.109809,0.296613,0.052636,-3.60384,-0.329084,-1.018915,1.046822,0.715995,-1.535254,-1.2631,3.580288,0.185866,-1.820212,0.624001,0.104119,1.377757,2.042513],"notes":["Required speed fallback executed: no training, monitor selection or optimization was performed. CG remains frozen exactly at its supplied params. This is an evaluated baseline, not a newly learned policy.","SETUP succeeded once from the pinned checkout; 9/9 supplied kit unit tests passed. All commands were bounded by 470 seconds or completed in under 8 minutes.","Replica speed was measured on 512 complete 10000-step markets with 8 fork workers, after warm compilation, including pool startup. Initial contended speed was 75.49779428575978 markets/s; a confirmation with no other experiment from this item running measured 86.65745095289543 markets/s, still below the 200 cutoff.","Gate B used only replica seeds 7232768..7233279. Gate A/C uses seeds 310000..310049, 2000 swaps plus initialization per sequence. CG params and scaling are unchanged and quantized to 1e-6.","Holdout 40000000..40008191 evaluated once after fixing unchanged CG. over_CG and its SE are identically zero; over_IB is over_T minus the prescribed 1.7690 reference, not a separately simulated holdout IB arm. holdout.se is paired CG-minus-T SE.","Real engine uses amm_sim_rs.run_batch(strategy, VanillaStrategy, configs, 8), with each strategy alone. Config draws match MatchRunner._build_configs and build_config. No real confirmation seed outside 8016000..8017023 was used.","Real sample counts: CG=976, IB=976, HA=512, versus requested fallback 1024 each. Counts were reduced to fit the machine time budget after measuring real-engine throughput; paired comparisons use the shared leading seed prefix. Candidate is CG, so its vs_CG statistics are identically zero from the same arm without duplicate real runs.","Retail/arb deltas use the supplied harness constant-k reconstruction. Edge is read from Rust; independent arb-volume reconstruction error is reported. Gas is aggregated from amm_sim_rs.gas_stats() for submission callbacks per arm.","Hashes identify source provenance; speed, gates, holdout, real and gas figures are local measurements. No leaderboard submission or ranking claim is made.","The deliverable embeds the unchanged CG Solidity source and frozen weights. Experimental runtime dependencies and scratch files are not required to decode or review the output JSON."]}