{"approach": "Plain MLP 224-32-32-3 (Gemm/Relu, float32, 8,387 parameters, 33,735 bytes). Hidden width 32 is the fourth of the options 8/16/24/32; all random choices seeded with 4. Step 1: behaviour cloning of Starter (256-256 LayerNorm net) on 120k Starter decisions plus two DAgger rounds (253k samples, Adam, MSE on clipped yaw/throttle and shoot sign); the clone scored only 0.146 vs Starter. Step 2: OpenAI-style evolution strategies (antithetic pairs, population 24, 12 matches per candidate with common random seeds, centered ranks, Adam lr 0.01 = fourth of 0.001/0.002/0.005/0.01, sigma 0.02) by self-play against a league: Starter 0.3, the current rule entry 0.3, own snapshots every 25 generations and earlier checkpoints 0.4, mixed from the first generation. About 200 generations in three chunks (~24 minutes). Harness: the repo's run_match with randomize_spawns, native Rust MLP for Starter and students, ONNX Runtime (1.31.1 dylib via ort load-dynamic) for the current entry, board scoring 1/0.75/0.5/0. This machine's cgroup allowed one CPU (cpu.max 100000 100000), about 30 Starter matches/s, so far fewer matches than the earlier seat's 770/s.", "blocked": null, "current_vs_starter": 0.991, "records": {"starter": {"matches": 3000, "score": 0.9585833333333333}, "builtins": {"matches": 800, "score": 0.020625}, "current": {"matches": 1000, "wins": 0, "losses": 1000, "draws": 0, "score": 0.0}, "exploiter": {"matches": 500, "score": 0.052, "how": "Copy of the final model fine-tuned by the same ES (pop 24, 12 matches/candidate, lr 0.01, sigma 0.02) against the frozen final model only, for 7 minutes (500 generations) rather than 10 because of the one-CPU time budget; the final model then scored 0.052 against it on 500 fresh seeds (26 W, 474 L)."}}, "entry": 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", "entry_sha256": "1d129c2c5109b2873d9481ac212e99ac27879a2fbf46e435ea07de6efd2d731a", "entry_bytes": 33735, "ops": ["Gemm", "Relu"], "tried": ["All scores are board-formula per match from my model's side, random spawns, held-out seeds (training used seeds >= 10,000,000; checks 700,000+; final records 900,000,000+).", "Harness check: current entry vs Starter 0.991 over 3,000 (2,973 W, 27 L), against its seat's 0.99333; Starter vs itself 0.4475 over 100 (seat: 0.4425).", "BC of Starter into 224-32-32-3 plus 2 DAgger rounds: 0.146 vs Starter over 200. Shrinking from 256-wide LayerNorm to 32-wide lost most of Starter's skill; ES had to recover it.", "ES league chunk 1 (62 gens, 9 min): 0.905 vs Starter over 200, 0.917 over 300; 0.0025 vs current rule over 200.", "ES league chunk 2 (~55 gens): 0.947 vs Starter over 300.", "ES league chunk 3 (80 gens), BEST: 0.95 vs Starter over 300, 0.937 vs chunk-2 model over 300; final records 0.9586 vs Starter over 3,000, 0.0206 vs built-ins over 800 (chaser 0.0525, dogfighter 0.0, ace 0.0, brawler 0.03), 0 of 1,000 vs current rule, 0.052 vs a 7-minute exploiter. Self-play against Starter-like opponents learned to beat Starter but not the scripted pilots; it is far weaker than the current entry and should not be uploaded."], "next": "Do not upload this model. Self-play from a Starter clone only learned Starter's weaknesses: it never earned reward against the current rule (score 0 gives ES no gradient) and lost to the built-ins it never met. Next seat: run on a machine with more than one CPU, add the four built-ins to the league from generation 0, give partial reward (HP damage dealt, survival time) so the rule and built-ins give a gradient, and either distil the current rule first (it is the strong teacher) or start BC from a wider net (64 hidden at half precision fits 44 KB) so cloning keeps Starter's skill."}