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","code_sha256":"f7cd1f22e34be45e008eb5f499dcd458695242c47d179f7aec51af22b2abae3d","replica_validation":{"seeds":[41010000,41018191],"frozen_vs_IA":{"n":8192,"mean_diff":0.14616232768788953,"se":0.005638071945607725,"worst5":[[41011820,-4.079321925951774],[41015115,-3.9936203970021324],[41016913,-2.901868652451526],[41011845,-2.738204040585515],[41011014,-2.696977739444719]],"retail_delta":-0.20634046714769844,"arb_delta":0.35250279483558755},"policy_sha256":"a9758aa81051882c81665b53e1c741bcc6bd08efa6a08ae982efaeca0352712b","code_sha256":"f7cd1f22e34be45e008eb5f499dcd458695242c47d179f7aec51af22b2abae3d","port_sha256":"da9774f8703cfed6a1ff714ecb9dc9cee2295c746561d9f5f1c728d1864e772d","sim_sha256":"aa97e7eba379b1d2b77cdbd2778dee053c603ba1c59852f680026c23301600d3","selected_by":"maximum 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8)","n_steps":10000,"max_abs_arb_volume_reconstruction_error":0.00010271526480210014},"gas":{"afterSwap_peak":135814,"oog":0,"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":5476830,"ok":5476830,"max_ok_gas":22592,"sum_ok_gas":123572486808,"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":5502516,"ok":5502516,"max_ok_gas":237069,"sum_ok_gas":744268328278,"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":5481139,"ok":5481139,"max_ok_gas":22592,"sum_ok_gas":123669769244,"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":176917,"sum_ok_gas":90581504,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5467482,"ok":5467482,"max_ok_gas":132007,"sum_ok_gas":572079399744,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21767,"sum_ok_gas":11144704,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}],"Frozen":[{"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":5470242,"ok":5470242,"max_ok_gas":22592,"sum_ok_gas":123423955152,"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":176960,"sum_ok_gas":90603520,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5472085,"ok":5472085,"max_ok_gas":135814,"sum_ok_gas":593238154615,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21811,"sum_ok_gas":11167232,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]}},"valid":true,"notes":["24 units measured 284.97357387739874 markets/s, below 300; stepped down to 16 units, measured 312.84644172759073. 32 was not attempted because it is wider than requested 24.","All decoded KIT-B files and IB code/port matched supplied SHA-256. Setup starter validation and all 15 KIT-B tests passed; restore-ia matched pinned IA hash.","Gate B follows KIT-B command exactly: IA versus T on seeds 7116384..7116895, reference real gain 1.513, error 0.04759730150683272. The kit-command B gate was run before search. A supplemental goal-level IA-minus-HA replica gate was measured during search using pinned HA weights and the pinned IA real reference, and is reported as the primary B entry.","Expanded units copy IA input rows/biases and have zero output weights. Expanded 24 and 16 had zero exact IA EVM callback mismatches. Gas probes set every zero network coefficient to 1e-6.","The Python API was used for training because the CLI does not expose the required ES seed, scaled sigma/decay, training seed range, or mean-only monitor selection. All W1,b1,W2,b2 weights are searched; affine input scaling and shell constants remain fixed.","From the segment after generation 98, BLAS/OMP threads were limited to one for optimizer linear algebra; replica worker count stayed at eight.","Group RMS uses separate W1,b1,W2,b2 groups including the expanded zero outputs; normalized search has scalar sigma0 0.05. Full covariance at 354 weights; only dimensions over 400 require diagonal covariance.","Each generation used 16 proposals on the same fresh 512-market replica block; no training seed reused across generations. No baseline subtraction is needed to rank proposals on identical market seeds.","Each process command was bounded to 470 seconds; search segments targeted 390 seconds initially and 330 seconds after generation 81 and checkpointed every generation, preserving ES/RNG state. Search minutes exclude checkpoint serialization and segment restart overhead.","Best-monitor weights quantized to 1e-6 and emitted by KIT-B freeze. Final gate C uses the identical KIT-B differential API, omits IA reference because trained weights differ, and caches its normal compiler output for real-engine use; the CLI lacks this cache option.","Holdout CLI has fixed seeds 40000000 and extra T evaluation, so the Python API was used once for requested seeds 41010000..41018191 against IA only. Real-engine confirmation used eight disjoint 64-seed chunks, once per arm.","Gas stats include baseline and submission callbacks per arm, aggregated by summing counts and taking maximum peak gas. All three arms use independent Vanilla opponents and identical sampled configs.","Numerical results are local measurements, not leaderboard claims. The final holdout and real-engine evaluations were not used to select or revise weights."]}