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Gate A generation: original HA EVM even sequences, original HA port odd sequences","seed_start":310000,"seed_end":310049,"wall_seconds":51.41271118505392,"same_sequences_as_A":true,"passed":true,"threshold_bps":0.1}},"seeds":{"gate_a_c":[310000,310049],"gate_b":[6020000,6020511],"train":[410000000,410108543],"train_per_generation":256,"monitor":[30000000,30002047],"replica_holdout":[40000000,40008191],"real_ranges":[[7104096,7104159],[7104224,7104671]],"real_n":512,"excluded_consumed_t_only_batch":[7104160,7104223],"selection":"Monitor only; holdout and candidate real block evaluated after freeze. No candidate selection from real-engine outcomes."},"replica_validation":{"holdout":{"seeds":[40000000,40008191],"candidate_vs_t":{"n":8192,"mean_diff":1.3014318419211923,"se":0.010367314409175746,"worst5":[[40000312,-11.261858512789843],[40002308,-6.766667970868923],[40003565,-6.144878989195945],[40005671,-4.383762879409005],[40002479,-4.1024081959569685]],"retail_edge_delta":4.1820070998282,"arb_edge_delta":-2.880575257907009,"retail_volume_delta":1460.1811254408558},"candidate_vs_ha":{"n":8192,"mean_diff":0.18459977942124284,"se":0.005544748394385301,"worst5":[[40003565,-6.861225120089898],[40005671,-5.025315839992345],[40003698,-4.920829980320036],[40001002,-3.468147328959617],[40000669,-3.459107625959291]],"retail_edge_delta":0.12897116367195438,"arb_edge_delta":0.055628615749288346,"retail_volume_delta":189.7036775904309},"ha_vs_t":{"n":8192,"mean_diff":1.1168320624999497,"se":0.010208617421586826,"worst5":[[40000312,-11.197163964380934],[40002308,-6.7773002372354085],[40002479,-4.071248473773039],[40006011,-4.0176975359225935],[40005377,-3.787498884098113]],"retail_edge_delta":4.053035936156247,"arb_edge_delta":-2.936203873656297,"retail_volume_delta":1270.4774478504246}},"real_matched":{"seeds":[7104096,7104671],"candidate_vs_t":{"n":512,"mean_diff":1.330935602150051,"se":0.041565500156341494,"worst5":[[7104574,-4.151864714304793],[7104443,-1.9198224972934668],[7104631,-1.7768804780473602],[7104293,-1.7006978597352145],[7104568,-1.2055612795138586]],"retail_edge_delta":4.221667535030555,"arb_edge_delta":-2.8907319328805055,"retail_volume_delta":1456.5677207373938},"candidate_vs_ha":{"n":512,"mean_diff":0.1640174593222996,"se":0.02366197054890159,"worst5":[[7104405,-5.818161587810948],[7104377,-1.6490438576452107],[7104584,-1.2015296416477668],[7104315,-1.0958999373705183],[7104423,-1.0734885977951762]],"retail_edge_delta":0.08900788532358561,"arb_edge_delta":0.07500957399871536,"retail_volume_delta":187.3061652066392},"ha_vs_t":{"n":512,"mean_diff":1.1669181428277513,"se":0.044480512216122536,"worst5":[[7104574,-4.638753946372958],[7104293,-2.6862380377108366],[7104247,-1.9679478273393443],[7104568,-1.315932244497958],[7104443,-1.2955019371669323]],"retail_edge_delta":4.132659649706969,"arb_edge_delta":-2.9657415068792203,"retail_volume_delta":1269.2615555307548}}},"real":{"paired":{"candidate_vs_t":{"n":512,"mean_diff":1.3419325786334584,"se":0.053211435229137974,"worst5":[[7104436,-13.900920833304781],[7104307,-2.04864427197964],[7104553,-1.8781176667932868],[7104588,-0.8691675320077366],[7104450,-0.8131413325255608]]},"candidate_vs_ha":{"n":512,"mean_diff":0.19424330328158734,"se":0.02134947096393838,"worst5":[[7104307,-3.0671342330488756],[7104406,-1.3996536133665813],[7104137,-1.2605390142383612],[7104114,-1.109605155508575],[7104099,-1.0605004574883878]]},"ha_vs_t":{"n":512,"mean_diff":1.147689275351871,"se":0.05247064526334204,"worst5":[[7104436,-14.418420908374003],[7104553,-2.5541048373363537],[7104310,-1.268964553225885],[7104294,-1.1891530104713866],[7104645,-1.0203910251584603]]}},"retail_arb_deltas":{"candidate_vs_t":{"n":448,"retail_edge_delta":4.2711792790882415,"arb_edge_delta":-2.9241646329393194,"retail_volume_y_delta":1466.3110543738835,"arb_volume_y_delta":1841.2045374137265},"candidate_vs_ha":{"n":512,"retail_edge_delta":0.1328011526283822,"arb_edge_delta":0.061442150653205796,"retail_volume_y_delta":184.66357987759744,"arb_volume_y_delta":26.775002242395075},"ha_vs_t":{"n":448,"retail_edge_delta":4.134621406014735,"arb_edge_delta":-2.985197977886279,"retail_volume_y_delta":1279.5118638196222,"arb_volume_y_delta":1813.8411748507538}},"edge_decomposition_method":"Derived from actual engine step fair prices, previous step spot/fees, fixed initial constant product, and the pinned arbitrage formulas. Retail edge = engine total edge - reconstructed arb edge. Approximate numerical reconstruction; never used for training or selection. Checked against engine arb volumes. First 64 T seeds lack breakdown.","max_arb_volume_reconstruction_abs_error":8.332420838996768e-05,"means":{"t":526.3658158843136,"ha":527.5135051596654,"candidate":527.7077484629469},"replica_real_gap":{"candidate_vs_t":0.010996976483407472,"candidate_vs_ha":0.030225843959287735,"ha_vs_t":0.019228867475880262},"matched_replica_vs_t_gap_pass":true,"separate_markets":true,"baseline_fee_bps":30,"run_batch_workers":8,"chunk_size_max":64},"gas_stats":{"t":[{"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":"afterInitialize"},{"calls":5475158,"ok":5475158,"max_ok_gas":22592,"sum_ok_gas":123535877020,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Baseline","callback":"afterSwap"},{"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":"Baseline","callback":"getName"},{"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":"afterInitialize"},{"calls":5275733,"ok":5275733,"max_ok_gas":223227,"sum_ok_gas":653147908005,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Submission","callback":"afterSwap"},{"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,"role":"Submission","callback":"getName"}],"ha":[{"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":"afterInitialize"},{"calls":5486574,"ok":5486574,"max_ok_gas":22592,"sum_ok_gas":123792735192,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Baseline","callback":"afterSwap"},{"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":"Baseline","callback":"getName"},{"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":"afterInitialize"},{"calls":5433060,"ok":5433060,"max_ok_gas":231467,"sum_ok_gas":715724520755,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Submission","callback":"afterSwap"},{"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,"role":"Submission","callback":"getName"}],"candidate":[{"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":"afterInitialize"},{"calls":5480187,"ok":5480187,"max_ok_gas":22592,"sum_ok_gas":123648598584,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Baseline","callback":"afterSwap"},{"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":"Baseline","callback":"getName"},{"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":"afterInitialize"},{"calls":5450714,"ok":5450714,"max_ok_gas":231484,"sum_ok_gas":717097220090,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"role":"Submission","callback":"afterSwap"},{"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,"role":"Submission","callback":"getName"}]},"gas_candidate_pass":true,"portable_export_check":{"callbacks":2000,"max_fee_diff_bps_accelerated_vs_standard_python":0.0,"passed":true},"commands":["git clone https://github.com/benedictbrady/amm-challenge test/scratch/amm-challenge","git checkout 6b6921f8d463314aa7c96234e1be25a25245f704","sh scratch/setup.sh (verbatim supplied setup, once; passed)","All later checkout commands prefixed with . scratch/env.sh &&","python scratch/build_port.py","timeout 470 python scratch/speed.py","timeout 470 python scratch/diff.py 50 ha","timeout 470 python scratch/train.py 420 (repeated sequential bounded segments; checkpoints every generation)","timeout 470 python scratch/baselines.py t","timeout 470 python scratch/baselines.py ha","python scratch/freeze.py","timeout 470 python scratch/candidate_diff.py 50 candidate","timeout 470 python scratch/validate_replica.py","timeout 470 python scratch/baselines.py candidate","python scratch/package_result.py"],"notes":["All four artifact JSON byte hashes matched URL ids; every supplied source SHA256 matched. Local measured claims come from the recorded commands and checks; source quotes are in sources.json.","Gate B real +1.257 is the supplied historical calibration reference, not a newly measured real result.","Delivered port zeros unused original TH literal-inventory entries and blanks their unused names; semantic values/indices remain unchanged. No change to the 13-8-2 architecture, feature scaling/clipping, toxicity anchor, or base T constants; only the 130 head weights trained. Weights rounded to 1e-6 before simulation and Solidity generation.","Initial timing uses 1024 full 10000-step markets with warmed Numba, 8 processes. Replica RNG price and retail paths differ from real Rust engine even with matching numeric seeds.","Real configs follow MatchRunner draw order/ranges using default_rng(actual seed), with canonical config fields from build_config.","A decomposition diagnostic raised after T had consumed seeds 7104160..7104223; that batch was not rerun or used. Final 512 paired seeds skip it and extend to 7104671. This deviates from a strictly contiguous first-512 block.","First 64 T seed rows retained total edge only; T-related retail/arb comparisons therefore use 448 pairs. HA/candidate breakdowns use all 512 where available.","Installed training dependencies and checkout were confined to excluded test/scratch. Delivered callback port has a standard-library fallback and runs without NumPy/Numba; accelerated replica training and real-engine replay require the supplied setup runtime, which is not bundled in the 64000-byte result."],"missing_failed_checks":["Strictly contiguous first 512 real seeds: not met (64 consumed T-only diagnostic seeds excluded and replaced with fresh in-block seeds).","Full 512-seed T-related retail/arb decomposition: 448 available; total paired edge comparisons cover 512."],"reproduction_kit_zb64":"eNrNPIly20aWv9LrZAuABIK4CBKk6VonccapzaGynHhmJS4KJJokLBBg0CBFyvG/73uvGyBIUfLM7GxtNBkJ6OP1u49Gtz+9qMo4za31/sXwRbpaF2XFqnTFzY+iyM11OrvLuCn2wlxtsipdl8WMC5HmCxYLtlrf5vOyWLF1XC2zdMrU/Ct4vc3VS75Zrfc4Ol+bs1XctC/jiP4inNv8aoyTdE3MyriaLTVjxN5cX795893Ytd3Ahl+3+W2e8DmrltG8KPWtMbzNWTVeWe/fWrNivdeNUXWzst6+ef1d9Mv331+/eT88ert0PHsy3o5KXm1KmFnDK4t7oa+LIjO3puA8EQpws049I19bsYjLMt7TcGsVr/WVFd0X5R0vTV2vzDSvdGGYjg0/BoPZTLA0ZxKqOVtu8juRPvDxwDBw9XTOoiiPVzyKxmMtilYghyjScPlYCA68QRlYWREnQtevutoirng0tbBVM6ySx0lU8V2lG8aNtsYpiTZ5cjLwO0nn8/OzV/EuiqcimnNOo3jJ8xmstRba5KVlOwA1zdMqjbMxsAGBIkhRxWVl5es9iEvM4owL7AVY6Wqz0h3LRJZNha6mGiBUaBHxluPse54ullUkJxIUUz4Dc9jKKjc5cAR4W+koY9M2XdsyrYFpAXfDHnCZxhUAuyhx3biM8wXXPVv+mPjg2v4Ah92n1RLU1VrwKpoVOdGtgYDugBNXIEx9YKAiolyR/QxEgygCXuu7DMbwXSoqoZNqMAZ0V3wsbaPF4WY08Xa6rzjMMEbAFZpwAwO0yWi2Kbe8bqEXaJxyUdVt+KyaogWoRLudGqCTbFbwWQOaGiJoKfIEV1Esj2r+qGEnzaQujGeCS8IAVTBR69ufXr/ZFtmmSov8GiBXfLGvhdiVMjItx/ykrYs1KrQ2dAJTQzXXhtJqTW3Ly2khoKsTypcoKxba0DZR19KKlzBJCuqzQWsv4/HBFNVipsLTGE1jwWuTrNWJGm86zmRsW6Nq/CX7xNFPmWi9zqmRAl5KYx9QwmpYhKCyNCe1fdBMQH0Zm+Ay5IwE3m6Gpj3pVPTnkTDmoDOVnlgrHueoISR9Naj2ZQfxn8xWCnTTVgLbwoVrrNomeh5jsHhQMUIOJ5Idj9HrW2tezsFCNmAiJWCx5nkCzh5XE3yhEIdoAMa22N44EwMtJeN502a8ckifmO/YCPp+mWacnQHdoUVfAtSOa7M4T1hDzqX+5Hjjpdu3bamsC56PgR4agQo1Ij/b8gS+UjD7EoZeuL3APLTo0HTpGNgqhQZ00HzUp1e+E8qf4RRs+Y4G7ASuFos7YMtWjG9gnRKWTnRaELVuZ1wo4wikau1QtXaCeMwqmCrGECbquHJGF7c4YStOQwfNL7mACCy+oOa0SkuLncBAfySW8ZrrYKXEBQkQtU+MFVjQBdQGqZJgoGLsoOeyKp5l+k6YeoeGG1ZVZOAKdWUc6XSMVBALFmDYuhzVKI4Vr/FJ34qbdDppON0W27879nisRMq+Ytc84zNIQZacoQkwyDjWhYgzVuTUCNoPsalis2K1wiZUGkxHplkxuzNxSF6DgiHruATtW8YtOKRqAOjNNXGghjtPdzyp/QA0ZntLwpnBhDQBHwgyl2SYj0UPBCGwlgJIoTMxK0qegP3I10bIB6iKclaO25lI4/iScSl9SW3BI3IKpy5ErlOzG4cYCi6wG19fNQ5leHAt+Et6n23td1oBGjtkXMYnBY+8T73OJw3MiEOAgEChDdtSNQ+eB1fbiqjSDgs/7l3Gre7OicsztVp6CpCkFkJOCkqnDSUzYHl6N8wmGvIkAjS1IVlabd3Qz7N4DdlSVGtPEziHByf0pA9S8YoSBMkNlVLdl0C5zKko90og8xU6DUGLKBGL0w6J0DzbiOX4fbnhbZfbyjU+Ye4ADDZVxjCkP6bMFYhxZis/aDP6NOIPH/H2OHX4uzhAmB2lPJJ2mfOoxEhSSfgbX9IryRxIIRYrMO4ILTfjFdfMI506n+uYB2pbfLzNX5gv5iXnD1zWNv9QoULFT8khsgscf64+2Y7bbqCOtw1tBviA0QdnvL2BPMefND54YDoeRHfsgPah47iT0QcX3xx36LiDw0jXHMBA6nIHQ9CG+SYfa+RFNvkMTY5FS8g0IR+qwK3fON4EPNqqKPdsB3EZBZaDv1tvwAXKEkYwNZZNTfUQG+zTrfIU8AOAl3x2B54QWzXgzRZS/ixeTZOY7ciOJMnS5CDiOTzAWAAoXY7nGmv9TNmYfcL5+tS9sScwVOV7Ixa3u5x2VwsXcl4Sy4eRxAbdZ4ruUwb4AeXjfLcugS+XTLM+FmmuzzVdwv7g3KTmx4nxmV2w3c2nj58nhkYe+OMBBAjDGJ1B/uGAIUBBGJdM/4RLfTa6CttHyM71h5cQyR/G9kgmQdjyypejsd0/P3HKLsesRhp4ZaYS6QcDWXXU57T6FE8Q+RPGd8esxhEAtN5aC39Wz/hXQoLsRNaJsyLhliiy4zIRAsUCqxErhbp5p5/TRDAL8F5PDYlBuYrymwwjB9o+QIPANYbcg54nl0iKuIHu4WRE3rUOkm2MWl4WM6P1+FGd+1SBXMYrLI3W1maNQEE/xh+cJqExwSanrVcwyg9uq9cdTw+v4KaheIPYMwHXLAufep/CxKpok6mYiIVRAn40F/LVsw8uWUUvqKSOa2FtCAGKoyO8T0GJMK1yTKyjyflisvP2NZMzDEOrHbislUUEDjtqR2XM+NoBkYBowyYVPsRiipDa8Oa0gu5PDmM4lHL7FnyBZRzWfpi10XrkAptESqaXLIb3BaPJrALCluwA4pDD3ac5NJp1amZSrtYiWvt8ohZSps/H33UTezUIAQ8812qvboGfBe7owuI5KhiI1VryXZIuuMpwIYQI8JwQupYQQeCRdfhm9G789dWH77oqFIxWd0lass6aff2uW63ozxT8C/wBhZ3tbnMOas9uX4DzwDDz/qer734AEHLwX7/7S/Tt62/fvone/vLTG2zdzdivv6k2NXCzpbarv71/+8vP0Q8/X79//eOPh06IWte//PjtX6Nvfvj59bu/RVev378d18uz33549/7X1z9Gb37+TeJtbXm+ZXJQ844oDyXmw9vbr7H39gV7BS3QCeSPLNY83+aYfKNsOlu22bJX3YRvu/kmy/744xMmiBnr/Ciu52xZVWsx7HYXabXcTCGQr7qxAGlnHbEEvLslaA1ktaKbYSJcdZPiPkdDhr7ObhBEgd+BOiaH1g5kvptdZ5FvLFAHa/HwB/xhnU5edES84h0YwuF998A63yo5jGa1RBDcBfxSkumOIH/5MI5XK7DAVVSKjm05lm1Bglk5ndnac+xOPE29DpC4p3Vd2/EjiZDVNEZu5PTr1vtlNnqe8EW1mt3laLNdWLkDKx/Ib+iG1k4wDULXmQ+6X39gnQJx/vpDo0MxT6bBwB3Y8Sz2/Jnj2GEwmNuA38Ab9GdhbzDouXY/dLz51J3NnTB24qk/683mSTAY9GOm4L34Q+q+2KxYZ8Y6tzmwh/Si01nvqyVYpWc5LiPdGEHfOl1D0ARbzDIJQqVL8HsaM/CEbL3voMJ1duOxi/yEhpJvV1DbWZ7VP4VBokv4WoBFMai01KKAy229C03qO6LflpoW4Zuu2dbAcn3NuH1xmyMzV2iHDCIkeQWGG3xlPKtEV5Sz7jX6D17W+1gYRciwS77O0lms/KbMEb9ib3bYmlYMIxim4lhrgs5y8DOAESZScZqxpIzvBRZxeYG+bsuphgQ3M+OUYwJFX7FdUYplOq8C/0JuQF4D7OqndBf4VNhj5hJTYBixb4pd5yewINDivChXcSZG7D/zDUy6KlKB3gwhvl9yCAjLWK33bgOeNoGAVKZT2qwTJkOEsF0T7Gq2CPzuf6WLxQZoZ1OgSvDfN7izKwDcf+Qf00qfxZDx1Skz7odTGKBqSe12Ui4EKe4GfGjgy57Lw7u9C7nX74fTsD/34/7M6RmHafrDf0MG9Oow2rMNw7hoz57OewO/HyTOjPu8Nw2fm+32T2eHfmL74XTqeJ7jOHzamv1oaUdtWqhsGAZBbfzA/q1NHaRplLkdWhzaq3+KWZs8hYxypcocxTB6Yf89lg9tHBzXODfk5csWjT3jS1CADXJIsamY6j/iitvze3M/dPx5MEsSJzHqLZFfQKVlabDFrZBtkSaCZcUC6B6xnos6IhgoX8FwP4m2oFDRrqR1zsEEp/HszjpiIy1vqooAMDqh17i0ekbX79leLwwDt+/1QWCB9RxTpQWc4am5AXJPeN7u3j7VfYTqCg1U/F5Wese1LugNWbAB1aKXWSH0umOdXmyfVYC1NE+5msnKFspZukpRPgQIbF3vYCqHI0zLbpRxXRYJDHIUU3N4tuWj3Dul/lcS2PCQvn+BHw3kizHbHJpyrCacMzzJOw5S+RV9AqFvYkPM3UBPeLQzm8e9CSqS4GciSM7EHT6QY/qec9Ajjo4pS3/fpElawVBQI0q1MXtTEATbQMSj/TWWc3Sz6031jDPiOz7bQK5+ZbKPJktFNN0AYEgnN3llkldFnODx2mTv39ac35l7YMzVzUfTnpj4x6n33zhXHe4ErV8ClCaPrZ4at4CwgkXqCupJxzJRbrZlOlYHANSCg+kSD/YSRGYxyHblNHod1vyFefDf92BUvJknl21JM97BYhJaS1gctSfeXRDYVjsSt7vYd/XdJYxpSTzGnn0n3x+aEMv9l1DCnyNu4QKXerzrwOpIsrnvxAoozwCkZPzwZOUnCNg/ImBXE7A/JYB6OvnumIDdP0UAIG/ugQrEnaioCag/dz3NernoKwDy/JotUcBqxinp+b5zLAps/jtIIW7C2O4J4/DzrNI55GsHhvxd9B/mHXT3IxsDIi1GTM2Yggk4qCie43bftfn+ralsDmDFe7Myj1Yxjld3Zbs3UZYDla2ynKlhmMct8UkwlvDR9J/ztnEJEaqMF7VDoIzrH7B/sS6QdfvuruGDbBpLUC2xqAHSQYzlsFdy1LGPAK+gP+dRDixvuQf0FjJdPFWHZ5xELXn9EMFA96R1dQma0dkZp0pz4qceLdVyHMqpyOES7nE8madK89SQFjtOzapGFsW+6xxh3NUJtJwNmrG7sMLQ+Ccw1mvTk7rd2T8i/oBzC+HGl7WcoxQIDT6/qFTQ4g4j7iEqfWzsQ4YkMmQwEzSdYwXvKOiwJgAh/bCfzYLKQgU+UPiElzLy4Ue9J9WeaHekSl7d2KaHix1my0Xddohz68HO84MJ6kGGCNyeSAVxLvCt8QUEsj3SaUa6F/jWjKwKKOnQsoCkc2tje7elYCgsl5wWCGeelgLFSkDOKmCJQne6sXtogmIOGiXWl6VC6tA9K4qSUrFz2NgtL9xeu+taOJxAkx7RaL28INIJ5ORSkU8TDBKN7DC6Sf25sg0YTYbG1s6SOmqHyZMFZLpFtllhLkPx4/BxsbW17RrnzFGu0fh/iS4t1qGuc1b4iuGZG2d4vGv9lEFgBdpSWWUYrZYj62itpjDCjaXi7mSxmnDlfXbSkM8Jqu5rjLz907Ct7lTG2eLpMybZOpIEgZFqeJN2KiNplpTaM9rWhUI8EhVfi1oI17KIfuAlVBe+bSbVfk0nNahuCtQ3ecyuTUism0CMe8UyDjs2ZqC4L2upsVcSJF+tq72uu6ZvPAVV2qspDZX+uPIPheoW5JMgDdg8DtzizmjAOhKsI8E6EqzzGCzoj0e/VM0ji45Slrjj9p6DeXi+dJoSCWUtITZii9MsIrFBThCdsYnGLKC2i1ab2ithpVcfVJBio1qsY/UuHMvF/9e1Mu2uqG1qKFmwDr5fFlCRgeXykk1p02nKweo4Q1+Nxx3YNW0VYcGz5CWvQaWCcaiKoObmeTVkM1VHC8jxthw3yeME489siYbLOCTX0Co1jb37+S8t+64O9n2iYC2+4u5HXUSvH1eFyMyLdlkKtJPSyt+X8vmhnZYrFmP1eJSD2aYMRY9M+miU89SoUhWfiG9dSKu28hhrpP2uRbtx4h/Kx5SXp5RTAojBpkW7VI5LFP2DcRbkUYl9Fqbad6jj9Ya9ZFbPJN16gu4TFUa28uNepcvQsT1yVK1Zl43iP2MN9SlXqUx49nGeLo52925f4P/e7OJZxX5CnX63wa8wFnjUNEvUDEE7nkrz0UEDzBg/7JA4hCWBKEylW4KepFhZamBU5gu9PoZxkvrLnaPSqpnshJbpOpaB5yKOe6zAPN8OTmYwcNHDgI9Qx2spiZLHonQ8FlUTXC3pnK+p7AcDOfSq+gCFRm6cjIA05RHjjgVyiAkAuKHQPIFUr9ZgJufl+yaSCEzripkYD5rYMZZHw44E9UvOZWjgiz2LswJewYWIjWC/xXmaZTFbg4gQ4EhuriihgQtaqz2YRPmTq1gItaYDKYDcDmQn57xHDEOWYoNoDhLQEQWm2xB0FLR6gx1iKW4iTnmGn/xoo2fKq3vO5VYiASrFiOFXAOAqGFSOe47gRMG637+12sTWApMaFQvc2U8Xm2KjDsAB756IeMRRmHYjD9mdnKibNBklJivU1OT7h4hqPxNRPxZTBI/H+UxBYq8FbJw9vYdrEauxumhnUo8Pl9/USvvROKR0uN7kKWS+Yt/DDBT8CllPeQsIEv6kOX4OSZC3EFJS4DX4fnXiTaz5LJ2nMPJH/J7FloWorBrg+6X8jsJ3FQDKwY8DIkWaC5KbRFA00Y9owPinNi6/dNoa+UXcMI6PXT/FkuagY33MEdnROuUoP5HTOVRiebcrwV+AKzgrwqPD95h2Hh+/R3nJj1BxuVjHpVDXIfBElEpJMIdUfdbrcrHBz/VX+FbqddZixUkCcVD26Vqnk2smoQLkm8ovjpsDqGfG08GCx1PsJycQ0WdmDOriDLBeW4Q0zhM1qseJ7aOT9oc99pLqnsfnwhSY4h6Nou3aZLiOLfK48s9lbOUGPEsFqM11Js5DlifOmjzw+AjdJy3XhgDO1DCdqw8CIho3h9OsoAGPCwH60fB8+ukcUSV6khTzsWN0D3Us4vwcHHV4DunAE+6Hoxiyi7DsYu9nda5gWhQV+vG1/PIo/d1VyenEKn6bjPfd5mDEPM0gA6UTbGi5Cc9ScPpgufJ4xQj+QnoJL4yOK6AEiJW3+a8CTFfOXOPpioTRAS9IVYZMfXNV5xi6bYzoI2a3KrpyATphcZu/fQ1ZbUbxpdiUWH5hQCAnXm5mFQAnyz+kugxPBYGdQOuKV+lsxOpP3UjHba5QwgMec8w/wCjxCGEnxc+u6QxP/ZbpIsVjbLB2e1EiN7HYe0yes+bo+22uBq0weZ+Cr5tCaoRrEAvQO56sabGfC9xqRceCoDcCOjF3x70ZFYSULyAX0D4liNeiHrJ0auLygW+KzVQFzufuRamjhFGEUo0iA+2R4+Zz2T7KRGPaJ+2PjjPd0oGVMS4OGRYelwRBCV3iYU0DHxsTrpc3Gv6NHqBJmxiGpdoNPO3198xGvM/NxnM48jgN3eKy8MTj6dGs1o2hJrZ1bMv23aDXM5ljeYMwHDgmg0bf69muazLXcjwn9EJodC3P7gf9AfU7nt93cKhj9QLPtmGobQ28getgv2cNgn7gezTUHfR7bp8e8VxE38GhDqzl9vCp5/ftgZzu2wME78C4XtAL8Cm0e04Ak33L8/2BRNMPnZ6c4HhuMCBwvu2FrsQsCHq2RBKmuP0Q+92B3VeYuwHg2KPHwPV6Ep2e79l+H8n1vLDXC2lpt+8QTAfAh0FAgHxkho8Dfde1PQ+f+mHf9SSBzgDYMsBGF3do6MkJHd8PJJzQsz1fssLt9wahZGAfyJW8dNzAC3x69L0A2CBR9nv9vmSWEw68UDHLDiVUG3hNXAgBO1vJD7jqeMQtp0dPMDDw+4Fk+sAFkfTxKRg4viep9J0g9CVK/Z5v16LwA5Ip4Kmk4llB6NqOpLgPk2yP1MPvuz1PYtzv2QHJHAo5zw9CuT6Q4QXEb9/ru9gIfAgAVaVTIIXAI/UBfjsSU9cbOH0fMQEe+4FUqX4fxEno90MvUELqB8A7kqEfhsFgIOeEoduX/HIHXiDVAhhOUgAphaEjBQtqHvikVR6sg5LxLBAc0gts7/m+N6AZoByg0LR0P7QHEqI/sEPUYWSCG5CsALbXCwehHBn0XKmdbq8nH+w+qDHh6CGpPQUn9KR4YWG/R92g/8BWOdkFEh1iECIb9pX69EjqgJtnOyEJqO/7oS+ZDpxylPoB90GlCRSYSOCRfoBKhNIIwEx7fSU/tzdwA+Jl4LqhZJbd8wPkOsAEFvRd0i4fEJGcGfhBQLrrWWCMTk8uFICCKfSDfhhITYI20g6AGXrKN4BNgwSJ257rK3voD0LHDhTDQtBvKUBgdk/yoT8AEUqOekCeLQkFJgauNAnwEJ5SJEBZeSzXdzyJE3g8R7kI1ElP6lSAaRYJBOb3fOURQb0IvxB0xaaRAXDEJuUEBXG8cNI+V3/7ormPefuivkGHjv5yDEGsiWLn7/FisLskII/ORd2+OIo9lwTs/dvot9c//vrm+qYD2A3xEl59Ch6SAQhucrUo0jUVBDH3Pxf3jq6RGgR63EAnvGS0UfeFz0YaQlwd/EV0z58E/XT7Qh4YvX0x/KQt0wSyDNzZqSBxYyA97YMDDzd/mhg1MdnNnyBKIRp/jjiFmPw5IhVi8meJVRKX//doRcL5M8QrQuTPEbEmgIs2Ja/yrw9dCPuDSx7r/yKGSe/zr45ikiOE9ZlwBn3qJgRdx8RvArm6FQEz1I0FGDTncbUp+RdGQZG73lTk4fGgGvTZ9B2zBYD2RhEZeZXwbVxp0CvvO6kX3GBSj1Wxe7OK8QkKR/WUQB0qbz7Ai46nRHDHIsMpRrd+knAWubxyCPUY3XwgQOU0gmA8jadpllZ7bKLPsFEq9xOxYZPPeIllrOzHz3EixfLaHBjdAUGhmzURbYJMWuTJWJ+lvBSkg8QXkHwP/x5+Oe0Xl/5ruCj72kCL+VxwipngjFEzHv/fpv9OWjpOG8osS9cEAuSPLqyOxyXPNk2nrfqA8Xgoe6+uEEHXJ412iKJZjAMDzNg13ACIy+guuo8TaOxD0ACdhPAKIRqs2QE11H7fxAkyf9YMc9wQNNvu9yBQg/ewwY1/hoF4uQeXkZd7GNrA0cUeRuBaV3sY3u1hp5d70EQos4jqjjJfQLNG+whHX0dcx7DUpyvbRD9sOrZvoHgL/B7YANjG2QYvCSFPtaObOMzHcNa67ENCct1alq7r2L2+2580g566NMTw1hA7vRnEDleD2OFuEHvuchAoEur+4XoQk/eDlqmAGbTFU+9ydegK9+GidsnlNV/cr67/7QP5/Stn6t8Yaa4Z0bXXz59pc+3xJbZWOoithrxIiJu/5h3f4/b6jX7876OY2mvNMPWjf3HF1L7RjAluD8MKOPmpPLO8oXlCm9wA+Ani9BV7x+l7WrNTxZrNNHlpHcmtipKfbPDJPZbDdXHrNj97k7aV7jebUPhPqOg3uIckj2fEU/ynfCA7p70bdTMWSDJpS7A+6PAs+568lXe8OXUWxdY2EHAIycWLaBP1D5tIvy80Ytf/lgZ130ttpybNLmIHmC73VtVmtvyUWTP7wGX8oMJilvN7dh+XK5bxhSlnzjhr6hW53VlT2HwN2eS0aVv/u0qWhju+n/8H90ZbRg==","reproduction_kit_format":"zlib+base64 UTF-8 JSON mapping filename to source. Extract kit into scratch/ of pinned checkout; with setup runtime active, run python scratch/bootstrap.py /path/to/result.json. This prepares a replica and original HA restart. For next leg copy best.npy to start.npy. Kit does not bundle the real-engine wheel or pinned T source."}