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","code_sha256":"460a51e29f6cd636e63707b683dd26f72d0900847812edb0191c96f99b983b80","replica_validation":{"frozen_vs_IA":{"n":8192,"mean_diff":0.1611552113995961,"se":0.005220745395226007,"worst5":[[41012475,-4.0158676125281545],[41011820,-3.992579674824242],[41015008,-3.1220867164872743],[41016913,-3.036055502473573],[41015283,-3.023588084590301]],"retail_delta":-0.11455258953129412,"arb_delta":0.27570780093088976,"seeds":[41010000,41018191]}},"real":{"seeds":[8023552,8024063],"paired_vs_IB":{"n":512,"mean_diff":-0.09825473920309302,"se":0.028311969471515288,"worst5":[[8023802,-2.4167640906990755],[8023778,-1.9256624787049077],[8023565,-1.9050402860384565],[8023975,-1.7657554698257627],[8023818,-1.666858878582616]],"retail_delta":-0.493325675327535,"arb_delta":0.3950709361244391,"identical":0,"max_abs_difference":2.9105347873371556},"paired_vs_IAD":{"n":512,"mean_diff":0.17606314307130977,"se":0.026721217388921692,"worst5":[[8023786,-5.99258431819851],[8023784,-1.382408310776782],[8024047,-1.1255443701064678],[8023748,-0.8621654790796356],[8023680,-0.7089783765324]],"retail_delta":-0.08885772420835669,"arb_delta":0.2649208672796669,"identical":0,"max_abs_difference":8.622648761935864},"retail_and_arb_deltas":{"IAD_vs_IB":{"retail_delta":-0.4044679511191783,"arb_delta":0.1301500688447722},"Frozen_vs_IB":{"retail_delta":-0.493325675327535,"arb_delta":0.3950709361244391},"Frozen_vs_IAD":{"retail_delta":-0.08885772420835669,"arb_delta":0.2649208672796669}},"mean_edge":{"IB":531.1282206814094,"IAD":530.8539027991349,"Frozen":531.0299659422062},"means":{"IB":{"edge":531.1282206814094,"retail":562.7613902820642,"arb":-31.633169600655197},"IAD":{"edge":530.8539027991349,"retail":562.3569223309449,"arb":-31.50301953181043},"Frozen":{"edge":531.0299659422062,"retail":562.2680646067362,"arb":-31.238098664530767}}},"gas":{"afterSwap_peak":232705,"oog":0,"per_arm_afterSwap_peak":{"IB":234977,"IAD":132107,"Frozen":232705},"gas_stats":{"IB":[{"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":5524912,"ok":5524912,"max_ok_gas":22592,"sum_ok_gas":124657564016,"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":243227,"sum_ok_gas":124532224,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5537423,"ok":5537423,"max_ok_gas":234977,"sum_ok_gas":748440789297,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21735,"sum_ok_gas":11128320,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}],"IAD":[{"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":5529660,"ok":5529660,"max_ok_gas":22592,"sum_ok_gas":124764685632,"oog":0,"revert":0,"other_halt":0,"tx_error":0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checkout 6b6921f8d463314aa7c96234e1be25a25245f704; goal SETUP succeeded once; 15 kit tests passed; every kit api.files payload and both IB payload hashes verified. IB code hash matched required 301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686.","Used harness Python API for gated expansion, custom CMA settings, holdout range and real-engine chunks; CLI fixes incompatible defaults. All learned parameters are the 1060 W1,b1,W2,b2 coefficients; input affine normalization stays as IA.","Initial 24 and 16 speed measurements overlapped other checks and fell below 300 markets/s; repeat after competing work finished passed for 24. No width 32 attempted: requested width 24 passed. 16 fallback was prepared and checked but not trained.","Search scores every proposal alone against Vanilla in the replica, on the same fresh block within each generation. Optimizer means evaluated every 10 generations; best monitor saved, with initial IA as incumbent. Freeze rounds coefficients to 1e-6.","Final real-engine evaluation ran each of IB, IAD, Frozen alone against 30 bps Vanilla on the same 512 fresh market seeds, in eight disjoint 64-seed chunks. Configs use the kit market_config and build_config recipe. Gas counters reset per arm per chunk and merged by sum/max.","The kit unrolled emitter failed deployment after training (26732-byte creation code, CreateContractSizeLimit). Final Solidity uses the kit shell and an equivalent packed signed-int32 coefficient head with the identical 1e-6 frozen weights; C was rerun on the repaired emitted source. The replica holdout remains applicable because the weights and port are unchanged.","Final frozen holdout performed once against IA on 8192 replica markets. Monitor performance is selection-biased; holdout and real statistics are independent.","All numbers other than supplied reference targets and source identities are local measurements. Sources identify the exact input artifacts, not independent certification of experiments."]}