{"approach":"Collected 88,159 current-policy action labels from Starter, the four built-ins, DAgger learner rollouts, and student self-play. Trained a seed-2 224-44-20-3 ReLU student with Adam; converted its weights to float16 and blended 1% of its output into the current ONNX policy output. The combined stateless model is 41,421 bytes.","blocked":null,"current_vs_starter":0.9933333333333333,"records":{"starter":{"matches":3000,"score":0.989},"builtins":{"matches":800,"score":1.0},"current":{"matches":1000,"wins":422,"losses":386,"draws":192,"score":0.518},"exploiter":{"matches":500,"score":0.51,"how":"Seed-2 sweep of 17 yaw/throttle/shoot output-bias variants of the current ONNX policy, 30 matches each against the final model. Zero bias and +1 shoot tied in the sweep (target score 0.416667); on fresh 500-match confirmation, zero bias scored 0.51 and +1 shoot scored 0.49, so retained the current entry."}},"entry":"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","entry_sha256":"0374a8f2c119fcedf1a3989f9b2ed0d3244b5aa42f0fa2b04923b1fa4497a17e","entry_bytes":41421,"ops":["Abs","Add","Atan","Cast","Concat","Cos","Div","Gather","Gemm","Greater","Max","Min","Mul","Neg","Relu","Sin","Split","Sqrt","Sub","Where"],"tried":["Current entry baseline: 0.9933333333333333 over 3,000 random-spawn matches against Starter (2,980 wins, 20 losses).","40x20 direct imitation from 14,296 built-in-opponent states: validation MSE 0.161741; student scored 0.015 against Starter over 100 and 0.0 against current over 100.","Added 200 current-versus-Starter teacher flights (52,387 states): validation MSE 0.109960; student scored 0.463333 against Starter over 300 and 0.0 against current over 100.","DAgger student rollouts against Starter (80 matches; 75,517 aggregate states): student scored 0.92 against Starter over 500 and 0.023333 against current over 300.","DAgger labels on student-2 flights against current (80 matches; student score 0.075); student 3 scored 0.893333 against Starter over 300 and 0.0325 against current over 200; validation MSE 0.102132.","Student-3 versus student-2 self-play (80 matches; score 0.5125): retrained 44x20 student on 88,159 aggregate states, validation MSE 0.091025.","DAgger student 4 against the evolved shoot-bias exploiter: 80 matches, score 0.03125; student 5 validation MSE 0.099100, and its 0.5% blend scored 0.986 against Starter over 500 and 0.498333 against current over 300, so rejected.","Residual sweep on held-out seeds: student-3 2% blend scored 0.984 against Starter over 500 and 0.41 against current over 200. Student-4 blends: 0.1% scored 0.98 against Starter/500 and 0.523333 current/300; 0.2% scored 0.984 and 0.515; 0.3% scored 0.496667 against current/300 (Starter run stopped); 0.5% scored 0.99 and 0.513333; 1% scored 0.996 and 0.528333.","The 0.5% blend scored 0.993333 against Starter over 3,000 on an early seed range later used in exploiter search, so it was not retained as the final held-out record.","Output-bias exploiter search: 17 current-policy variants, 30 matches each; zero bias and +1.0 shoot tied for the lowest final-model score (0.416667).","Fresh exploiter confirmation: final model scored 0.51 over 500 against zero-bias current and 0.49 over 500 against its +1 shoot variant.","Best final candidate, 1% student residual: Starter 0.989 over 3,000 fresh matches (2,967 wins, 33 losses); built-ins 1.0 over 800; current 0.518 over 1,000; searched exploiter 0.51 over 500."],"next":"The 1% residual slightly beat the current entry head-to-head but scored below it against Starter. Train DAgger students against several evolved neural opponents and the shared league, then select with paired 3,000-match runs; private board entries were not available locally."}