{"approach":"Submitted family: two-regime rule with a 32-ReLU random-feature neural selector and linear skip. Seed 2 throughout (independent SeedSequence child streams for heldout sets). Warm-start public current rule, evolve a two-regime scalar ONNX policy with 33 low-regime constants and a learned observation selector (linear, then 32-ReLU random features with trained 33-coefficient output heads; first-bank observation indices [0,10,14,16,4,55,52]; added 32-unit bank indices [3,13,19,20,21,23,24,25] see HP/bullets); high regime preserves original constants. Native graph compilation accelerates training; exact submitted graph checked against ONNX Runtime, max action error 0.0 on 2000 final observations. Second choices: population 32 vs 16, mutation scale .20 vs .10, chaser before dogfighter; 32 rather than 16 ReLU selector units; no gradient learning-rate choice because optimization is evolutionary. Curriculum: builtins, Starter, current. Earlier gates require >=95% heldout wins; final search also tests Starter score >=.965 on 800 (an earlier .99 constraint was relaxed to preserve the specified 95% win curriculum) and builtins mean >=.985. Main search alternates selector-only, scalar-only, and joint Gaussian evolution; elite 8, fresh current training matches and Starter replay every generation; final refinement uses 512 current training matches per candidate and retention penalty 2*min(Starter score-.97,0). The 95% current-stage gate was NOT met; curriculum did not advance to own-exploiter stages. The final ten-minute exploiter is the separately required diagnostic, not a claim that later curriculum stages were completed. Final model selected on independent retention/current sets; four reported records then measured on untouched matches. Board points: elimination 1, HP timeout win .75, draw .5, loss 0. No board submission or ranking claim.","blocked":null,"current_vs_starter":0.9885,"records":{"starter":{"matches":3000,"score":0.9755},"builtins":{"matches":800,"score":1.0},"current":{"matches":1000,"wins":906,"losses":72,"draws":22,"score":0.917},"exploiter":{"matches":500,"score":0.144,"how":"Seed-2 adversary portfolio trained against the frozen final model within a ten-minute budget: rule evolution and Starter's neural output-head evolution run in parallel. Rule family mutates 66 constants, linear gate, and ReLU output heads; neural family keeps Starter's two 256-unit backbone layers fixed and evolves 771 output-head weights/biases (32 candidates, elite 8, initial sigma .03, 15% sparse mutations). Starts include ordinary Starter, low-throttle variants, original rule, earlier rule winner and final model. Selected rule family on 1000 fresh common matches: adversary-side rule score 0.872, neural score 0.616. Whole portfolio elapsed 520.124 seconds. Reported final 500 matches use separate seeds and score the submitted model's side."}},"entry":"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scalar evolution: 30 fresh 600-match validations, best tested current score 0.9191666666666667 (wins 545/600); not necessarily retained. Last generation 280.","Speed-only selector: 6 fresh 600-match validations, best tested current score 0.82 (wins 483/600); not necessarily retained. Last generation 40.","Linear selector exploration: 14 fresh 600-match validations, best tested current score 0.8516666666666667 (wins 503/600); not necessarily retained. Last generation 120.","Linear main search: 10 fresh 600-match validations, best tested current score 0.8658333333333333 (wins 512/600); not necessarily retained. Last generation 80.","Neural selector with strict Starter retention: 7 fresh 600-match validations, best tested current score 0.8991666666666667 (wins 525/600); not necessarily retained. Last generation 50.","Neural selector with small batches: 27 fresh 600-match validations, best tested current score 0.9208333333333333 (wins 543/600); not necessarily retained. Last generation 250.","512-match-batch curriculum refinement: 19 fresh 600-match validations, best tested current score 0.9316666666666666 (wins 553/600); not necessarily retained. Last generation 170.","HP/bullet selector branch: 29 fresh 600-match validations, best tested current score 0.9166666666666666 (wins 536/600); not necessarily retained. Last generation 270.","Cooldown grid after loss diagnosis: best of eight heldout finalists from 72 settings scored 0.9045/1000 against current and 0.985/600 against Starter, parameters [30.0, 100.0, 9.0]. Loss sample showed bullet trades rather than crashes.","Rejected early unconditional checkpoint: Starter 0.94275 over 3000, builtins 0.9975 over 800, current 0.8045 over 1000; unacceptable Starter regression.","Baseline current ONNX vs Starter: 2965 wins, 34 losses, 1 draw, score 0.9885/3000. Native compiled graph exactly reproduced the full record; expanded graph matched ONNX actions on 10000 observations and results on 200 matches.","Final selector chose training_150 on fresh selection sets: Starter 0.974/1500, current 0.9155/1000; Starter floor 0.965. These matches are separate from final measurements.","Ten-minute exploiter selection: adversary score 0.872/1000 after 520.124 seconds; reported 500-match record is final model's side.","BEST retained final graph: Starter 0.9755/3000 (2926 wins, 0 HP wins included, 73 losses, 1 draws); builtins 1.0/800; current 0.917/1000 (906 wins, 72 losses, 22 draws); exploiter 0.144/500. All four final records run the exported ONNX graphs through the repository's OnnxPolicy/run_match with randomized spawns and alternating sides."],"next":"Do not replace the live entry on these results: the current-stage 95% win gate remains unmet and the ten-minute adversary exposes substantial exploitability. Use this candidate as a hard league opponent. Train a full action policy or neural action residual, retain earlier-stage tests, and continue the curriculum before cross-play with other seats."}