{"approach":"Speed-conditioned pair of evolved analytical policies sharing one ONNX graph. Seed 3 league with evolutionary populations of 24/28 and separate held-out validation; neural widths 32, imitation learning rate .001, PPO learning rate .0003. Trained against original entry, Starter, four native built-ins, rule and neural exploiters and retained round challengers. Two-stage held-out maximin selection across 88 opponents, excluding identical self. Native mathematical implementations accelerate training; final published records use ONNX policies in the repository's run_match, default physics and 90-second limit, randomized spawns, half matches from each side. Score=(elimination wins + .75*HP wins + .5*draws)/matches; losses score zero. Final record seed ranges start at 810000003 (Starter), 820000003 (current), 830000003 (oracle), 840000003 plus per-built-in offsets. Wins include both elimination and HP wins. Public leaderboard opponents are unavailable.","blocked":null,"current_vs_starter":0.989,"records":{"starter":{"matches":3000,"score":1.0},"builtins":{"matches":800,"score":0.89625},"current":{"matches":1000,"wins":706,"losses":284,"draws":10,"score":0.711},"exploiter":{"matches":500,"score":0.1355,"how":"Ten-minute (600-second wall budget) frozen-final evolutionary oracle, seed 3, cycling rule constants, conditional experts, residual/hybrid heads, direct neural policies and the full Starter network output head. 627 population batches; selected pure from 512 fresh matches per family, exploiter-side selection score 0.87109375. Published 500-match record is final-side ONNX inference on different seeds, 250 spawns with both sides. Selected adversary: 36 gathered raw observation features -> 32 ReLU units -> 3 outputs, 1283 float32 parameters, initialized from head_student5 and evolved for 125 generations (21 accepted updates). Total search and family selection took 598.6416288381442 seconds."}},"entry":"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","entry_sha256":"b4cf4b21e69332ba340a274b9857d02c0ef413acbb7a9d46843bbeaa0d5adabb","entry_bytes":21510,"ops":["Abs","Add","Atan","Cast","Concat","Cos","Div","Gather","Greater","Max","Min","Mul","Neg","Sin","Split","Sqrt","Sub","Where"],"tried":["Harness: current ONNX vs real Starter, 3000 randomized matches (1500 seeds, both sides), seeds 3000003..3001502: score 0.989, 2967 elimination wins and 33 losses. Same aggregates with compiled current. Different spawn set from the source entry's 0.9933333333333333.","First rule oracle, 160 generations / population 28: score 0.853 vs current over 1000 fresh matches, but only 0.8835833333333334 vs Starter over 3000; exposed single-opponent overfitting.","Residual-network oracle: 180 generations against original rule and its rule exploiter; kept as an adversary. Distilled 36->32->3 heads were also retained despite weaker accurate-shooter performance.","Starter output-head oracle: 138 generations in 481.8470689971 seconds against four rule/neural targets; retained as an independent full-network adversary, not an entry-size candidate.","Early conditional-rule checkpoint: real ONNX inference scored 1.0 vs Starter / 3000, but a broader 21-model probe found a 0.25 matchup against a retained rule; rejected as final on that basis.","Narrow wrap-around ablation on 1200 fresh matches per opponent: original vs revised scores were 0.9002083333333334 vs 0.958125 against Dogfighter, 0.9172916666666666 vs 0.9770833333333333 against Ace, and 0.8541666666666666 vs 0.8979166666666667 against the evolved Starter head; both versions retained.","Direct 36->32->3 neural policy: supervised warm start (Adam .001), then PPO (Adam .0003), 14778368 environment control steps over 113813 episodes in 1500.8460760859307 seconds. Snapshots added to the league; pure neural candidates were selected only by held-out combat scores.","Focused neural output-head oracle: 319 generations in 720.6202311420348 seconds against two stronger rule variants. A frozen intermediate head scored 0.71 against the wrapped rule / 1000 fresh native matches, but only 0.00825 against the newer round-4 rule; both head and rule were retained.","Direct imitation/DAgger of evolving full-Starter-head teachers into 36->32->3 students: 10 stages in 273.388208104996 seconds; best six-opponent held-out minimum 0.07166666666666667 over 300 matches per opponent. Students were retained as opponents; their weak generalization did not justify treating them as the final policy.","Second focused neural-head search attacked the round-4 rule and conditional champion: 261 generations in 485.92134254588746 seconds; snapshots entered the final refinement.","Final refinement: 46 generations, 8 validated new champions retained, 89 opponents at finish; 737.232143785106 seconds. Time-gated pursuit was also tested to preserve early combat behavior while finishing long chases.","League: rule, residual neural, direct neural, conditional and full-Starter-head opponents; all RNGs seeded 3. Training uses paired random spawn batches with separate validation seeds. Round challengers and adversaries retained. Final screen: 75 distinct entry-size candidates against 88 opponents, 256 matches/pair; top six refined on 1000 fresh matches/pair, exact self duplicates excluded. Selected league_polish with worst score 0.4845 and mean 0.7208563218390804.","Final ONNX verification: 20000 sampled decisions, max absolute difference from native 1.7881393432617188e-07, 0 shooting disagreements; 20003 additional random inputs all finite. ONNX checker, self-contained weights, allowed-op union and size checks passed.","Post-search adversary breadth audit: 256 fresh native matches against each of 88 retained opponents; its worst score was 0.0 and mean 0.13702947443181818. The adversary scored 0.0 against the original current model in that audit, so its high target-specific success was not broad strength. This is the adversary perspective, separate from the required final-side 500-match test.","Adversary ONNX export verified after replacing non-scalar Clip bounds with equivalent broadcast Max/Min: 10896 decisions, max absolute native difference 8.344650268554688e-06, zero shooting disagreements. The failed export test was discarded; the reported 500-match adversary record was rerun with the corrected model and no inference errors.","Final built-in breakdown, fresh tactical state and 200 matches each: chaser=1.0, dogfighter=0.775, ace=0.81, brawler=1.0","BEST league_polish: final ONNX records: Starter 1.0 / 3000; four built-ins 0.89625 / 800; current 0.711 / 1000 (706 wins, 284 losses, 10 draws); ten-minute oracle 0.1355 / 500. No leaderboard or private-opponent results are claimed."],"next":"Do not replace the live entry with this candidate on these results: the ten-minute adversary exposes a severe weakness, despite strong Starter and current-entry records. Cross-play this candidate against other seats' final models on fresh paired spawns. Add the final pure oracle to the next league and inspect its winning replays. The 32-unit direct students were weak; try a wider 224->64->32 model with float16 initializers cast to float32 to stay within the entry budget. Local pool results do not establish a top-three board result; the operator should choose the next manual upload only after the cross-seat comparison."}