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1aT8X6jLbbOlJMFk/mTRJgJGnn9vYY/mFipiAb/Ub6K44woOi9be9olXRJ2LiWy0jvsKSL5cag+wQmu41xU7UZTXYaaX+iGTjSgNmGRTNwIpu+tn11t60Yu2+9sKFQ8iv4CnpJrEPrCbeiymEPe1YUxG4YJCjG+y8wgX1rMIxQ4qX+NqmzB6jUT0MvUbA914+9yNsmffawZ3meG6E4RUgmkLi+G8bbFMIeMH6CgHtfw08iFNpb5u7Yw54VIJBVqCB7foLQNgWzB6g8Dnw/DEJfwkdxbGr5bVmJ40fWqhi7o1VxjFL43d83Zcc0nA2gqlXxfhLwUELfx0Gf8ylox0Mdb9iL2E1hmRlbd1OHP2Vk18tdns2hBlMqzpo3bV2G5gL2/t10D5nXUGTETArF1M/277JtiCLVWE2PcXhxwX8Gq+mEEXl9+js5TAZf2CN85+FtNbXtLYPCVSZRzHajmNm7bFKTjhfyeRXpcCGbWmk3BI3Z2JcuuFr/9M8MS6cRpQkkdoAMkyapxUg+nKjun5VOG4rjWPIxQ2mhUjpd2Fmc5AfD2vX+9iBYZ8lVSg75cUCeomdyrMWruOphQGqJ3ZXQR5vu8Se7+vC0mTj/x2ezuEVnygHAnmQUWzPywdP5BQQjKyMrgyGKXaNDMepf1NIv+HRkkMSJh+PEAKVx4oYQRXCei2eHBn4IgdAlJYiWDCMfwHxS5NEiL/RdlFI8n0F5AfIhXpOygJUhD4Xk4DROElkRimLfjUlZxKh5EP4jRIpiBhZ4SRJEFCzhqGGK4oTCpawMSqKYsctaMEwCP0hprYi1IYEIzSpFniAXQx0BLWStCCIUIVbEGhFFUcKI8TZEaeoyPlAkqIVpGNEy1gjkRm4UJ7QMGgE5lHn9dvDlGMLjF4jHfJQz+NKG2y/mSDsl2zACBALA7H2xsUXgoigMkzilRR3d41a7oR8S7Yd+7EeurP0UJWkay9pHkZuEqStr3welQrWy9gPfC5NQ1n2UREkcK6oHnbpBqGgeeQyL6x0sK4wDWe3AYeyFitI9F5zAU5WOEgBzfUXrKI0SZn5C60Eao9BXlD70UsRVx7iH1CNMUKSo3QP/Q76i9SBKkljReezHaeB+V5UPPRR4fogUpYNePRQHXp/agzj0IFBQp08gYfFj1eshg/EVxUNynaRJrGgegYO7THo+lzFCCQsYTHheFCPXC1S3T6LUj3xZ+eDLwLIrqx9eUzBBzeu9EFIp2QBAEZ6PNP0jP/HDUNH/MAYLQKrbB3EassjF9Q/Mxr7q9ChwwYeQ6vZehBmOVQtIfN9XLAAYdgPEQ8Z3sgHfQ4hcviBbgAfxkejQaAERBOyY+v0w8BNZ+0MUhBDkA1X9HteXJ9wEBwwl6CPwzjRUHH8YgtQ9V9Y+ClHiK7oPPddlpJjYvDSKQ1dx/ATn1LLeIcUPE9Txe7A/NdpD7h2nHlL0Dtbsslgn9J56PotsXO84Nw1DVe/Q+QWdcA/iSriOY2FtSRLG39n3Q2Kprdoh9Ydw7PaG+yCNQvAerPYUggCLcy63XrBopbMPoiigN4y0eo9giOHFamcPXX3gqnpHZBSTaiHfjZk/c8mBb/CgLIJ+kLDIzVSPUOp7nqz6OAi4c7uiF4hdP1E1j+9SiVTFD+Mo8ng64PP8BTSVqJr3AnDuRI34bpqEUaBqHqIMDxaM/8CNUm4f30vvEKBxtqKoHjKpNIr6NJ9ApINgRQI++HbE/EH4TRzh1ildPejKZSIQPo9A+2kgKx8nVymTCg+XXpz4rqJ6HNp58sNEl/gp2KqieVC0m/ieEvDBrnhaxjt88PokULTvQ1x3PTXch9DKREvyIpBRkKjdPd4sFavahxE4eIoa7qECiOSuqn3IwMFpVL+HuBrxLuW7+X2S0NgrB/wYjDiI+13fgy6ddvmgR0jsWDx32/SUd9Mi1Y+DmPVwQoIIOkPF+8HNA8SSBSY/CDJ+ovX4vhcErqv0+GkQ+G6k9Pgwgkm9QO3xISuMXMUC8BZdlKp5Pmgb+SxXFP6PEwPusSLRTzzfVUM/cJfiRFANATivCCM1BqAoEpbR5vowwgjV6O9BsID4+n2tIE1AQWriF6Z4f1CPDXgRuJfLLADGbGmcKkHA91wvTRQTgE4/dVlyxfP9JIZ8M1I6gAQ0hBQTGMZ+GrvaYA/y9DBJVRsIYcyqDPYSXKYlfXEQshyF9/1Rgt1M7wKi0OUKQyJHxdNfqglAfyVyd9YEHGR43sDDGHSPEQ8qoguD1Ih7tzCACIYkrtoLIBgLpP73NQC8qdyLI7UXgAyc24SGcihuocDA0pu2f0y/4EjZ5y5vhW6vt7rPFpu8ff3UO9thuOQIr5B8wrvwyK4lNt9CCKp7eUgRXv1f0tMHFHBJTiDQNSMCMSScfTJdbpQvGnGaBEMNKdsyLKNKQY8p9RPyZ0jLxNYGJqW6qTazxlIP2xmucFpu2p1K99Ke+mk9Uu7pUG51uiI3ahg2Pim7nkbSxSAj7U4h9m26+axeqMTboCq67/Dg07NY+i1WxuussBYfD5YbtqWdPsKfWmkmhboH6SN5qxIuUq5R6QpmUXLtPh4w6dGNx48HIDODRdwVfP9SBwHkaus8EQmb1tqhCXSFC+HlZ0FrsvUgNrtaZyyQk5PkiL90J4Fx+/fVu8z2BozG0LQ2QETtAJo9vplm4Lr83VmUzl2xda8tQO2PlWvTtuwxXb6jp5rHRKNdKd9L3+9H8gHaU7HHvHxYDddiBxC+lCdrL+Ahx6Cxq+A7UrClHpgUo4jedKxkwBh1OEdk6aAVDWbPASNyLEU6X9UD0z1mQFqzyPDlLWtyUwU0gW7bPbDerhafLQgkhTgGXm4a2siV3CydYHlLDnKX8ANUQTqO9VA0d1b+uF4Us6KRceXTrgfGHW+3ZAkBXIGs/RGXgGhGLL27U+pW29nRb8b03LREuV0rpJ5NPQoI0pVFyLf3jAe89UPeMjbDaUltO3NSF/MN4UjZmUj5dIiN2g753bIPoSzIDmjlJEF7FQCtweEPWwh9agPMPfa9fULZdKyFrTOwnd/EIBnLn2yHCeTewe2H9+075Tkt4fDu1j3iuS6qxwMwLMcoqPYAZJMt/k1dGuTimSIFh/0izoLgVuQOGAJFN/bR9AR9e16IYEKzcdP3vxwmthMY8Mr5vObBn9FwCKZ+1Mq5Keq/qmZAOdjDOYfdCfS4hyTmr++XlavBz06AKUBqZyDR3rHUwUq6WKJzxvseGY8g2z11y4A4jVTMmzsu1rtiCEGrR1HzAt9wOstZdD5elCeLcogfj4h9TO6KE/x3eFccmfj58hzio1Ag/uEUmYHUpo51mdWixRQTM+yQ331vD3AcRa8EkFTlkN+OTghBcvHXIbm0gVXA3ltYLmpMnIgaAxoYXFflVIHDXOAHA+yn02oqu3Gv8S4poOzC1JUwBRM8PejLDx+x3glTcTB/pj3vefOQ5yvdYQkKw+91WXHjHd9hBVVogQWzKTaF4xICw3tLJcYwoJYSB2fBinHqsL+6PgUzhovzJEZ7b83jIY4k+xxBlpqe2k6V0UvmCImKp4ee5NY0ZmHVTyfjDO/JpvY7HWbOA94tkw3prQBDkG8fO5k8ltoIJu6dNpl12jT1CdYcA4v4rpjytmmvllsUn/JFcVeWcyu7LwvwE/Bk/L8VFKtN0RQ5ZCON9Rc9JoPrWJXz3HBFST0f0wHUhodSGqS6FodX/dnAIZtJx+RvYXzBqX2Ece/H43j0sbvlRLjq+OOxD1KGGicDf/jRhvBxAgGLPx8hLPPlZn/wcejjgp4L6cYfx2P/JPaOBvDg/fMP/AYnQUheEXkNT5AL1HpODPC4N16zILo+Gqxx+FzrsVOJn+N6PnFP1MgJ8e+o5161VktjJUIGezRGOl90/h6oPh6wFpwWvXPr6exP9/3++GGEnxB+ojfRrfuaO1bvh3NwsO8kTZiY1xKj/a8zt7cmHEtGmjDiUM5MXZfKwbLLgbBJck9bS9UzUKUuA1Qo8ESwekILhqLgCHW2k3amRMz7uKVUu50MqfGnb50Qwfn38bi9AV3Md9zKR5xYWXtP+r44DIxvweDFDuOhpy0s0WqvNp41ZdXyD6ONp7jHSfdm0agREpfol4k83EFaZA2ApGmAhhuOP/1k8ZvuBBWeeMObwzjULJEWiuPQrBFGUFL9RLkosGfmS71kWBzjZgWOlLYC3CtdcOzy3m9QfdsjLKQUWKHevdSY3ErJWJJO/zHjwFs1mVkIIHIM0MG1KJfKtVkGvXKBpwH4nkrRZILU6QgJhnoxKy3T58ugW3q1KEFRNXQ1WBpl2RxZ06IZQgf9AZLaOscXakHOWef3kOm8yR8a0ATenwUiyxYLMbF0oOmKdka8DY9P22xnaopf0kDbJI9kerZhcVJ4vPKo2ljVvRoV1/GZXBPhJeJ+x8/UEr1kBCjHx+R/xDDcfveZ3uSioWFYiuV7vVi+p2FhWIqFol4sFOksRhwr6UXSmyUa1d8mvUmiRf0NatvDWqFDktsyK7D6R+sQqxk3Z/T/FkIMybERYqCRaTIARGXhA3sVeGTzVNz7kDdvsmU+kP7jAuJD3f+9oG4qPH1H0zwp6vzIJ+9ukPsj1s/XZ/8Ls1b7KQ==","code_sha256":"e874a1b3bb3ea5b5e148d6ce19ff2d38d7dd42447ceaa19b12244a5b5821e5dc","weights":[0.197805,0.35791,-0.631973,2.530195,-2.413293,-0.121542,-1.167307,2.247061,-4.288467,-1.591781,-0.91767,-0.843492,0.828107,-1.578844,0.461614,0.066682,-0.699081,-0.155956,1.060678,0.53736,0.918997,1.60859,3.154117,0.432585,0.686877,-0.428045,0.021285,-0.253574,0.360725,-0.208002,-1.8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reported evaluation figures are measurements from this run; the +2.00 Gate B target and 1.7690 IB reference are supplied in the task. Source artifact URLs and verified hashes are in hashes.artifacts; sources.json quotes those artifacts.","SETUP completed once successfully, including pinned wheel checksum and StarterStrategy validation. All nine kit unit tests passed. Temporary checkout, runtime and experiment scripts are confined to test/scratch and are not deliverables.","CG frozen params, never restart, supplied the 178 starting head weights. W layout: [1], 19 CG feature multipliers, 19 CG offsets, 152 W1 row-major, 8 b1, 16 W2 row-major, 2 b2. Scaling and the entire CG Solidity shell are retained. Only the head was trained.","M1 averages CG and S1 heads; M2 averages CG, S1 and S2 heads. The eight mixtures and CG were evaluated on monitor seeds 30000000..30002047. Mixtures and monitor proposals were quantized to 1e-6. The best of the nine points is the training start.","Replica uses the supplied kit market engine with only the imported policy replaced by the supplied CG port. Each market pits one policy against the 30 bps VanillaStrategy. Training uses disjoint contiguous seed blocks of 256 from 1900000000 shared across the 32 candidates of each generation; full CMA-ES maximizes mean edge.","The global sigma is capped before ask and after tell by 0.08 * 0.5 ** (elapsed wall minutes / 40), including checkpoint gaps. Checkpoints preserve CMA state and NumPy RNG. Each command is bounded by timeout 470 seconds, with 360-second search segments and shorter final segment as needed.","Every tenth generation evaluated rounded ES mean and generation best on the fixed 2048-market monitor against CG; freeze selected the best observed monitor point, retaining CG if no point improved it. Holdout seeds 40000000..40008191 were evaluated once after freeze, with no subsequent selection or training.","Real seeds were used once per arm, each arm separately against 30 bps VanillaStrategy via amm_sim_rs.run_batch(strategy, VanillaStrategy, configs, 8), in chunks of at most 64. Config ranges and RNG draw order match pinned MatchRunner._build_configs with RNG and simulation seed both set to the fresh market seed.","Retail and arbitrage real deltas use kit harness.decompose; reconstructed arbitrage volume was checked against the engine for every market. Paired SE uses sample variance (ddof=1); worst5 includes seed and candidate-minus-CG edge. sum and sumsq are uncentered paired moments.","Gas records include Submission and Baseline roles. Peaks shown are successful Submission callback maxima; OOG totals and other error totals include every role. valid requires all three gates, no OOG or other errors, and each arm afterSwap peak <=245000. This does not establish a leaderboard rank.","The real paired mean is less than two SE from zero. This small estimate does not establish an improvement over CG or a top-10 result. Frozen weights were never changed after the monitor selection.","code_zb64 decodes with base64 then zlib to frozen Solidity; code_sha256 checks the exact bytes. weights contains 178 frozen head weights in W1, b1, W2, b2 order, each rounded to 1e-6. No external runtime or learned-weight file is required by the emitted policy beyond standard challenge Solidity imports."]}