{"approach": "Plain MLP 224-68-64-3 (ReLU, fp16 weights stored with Cast to fp32, Gemm; 19,911 parameters, 40,310 bytes), outputs [yaw, throttle, shoot logit]. Made in three stages with seed 5: (1) behaviour cloning of the current rule on ~148k states recorded while the rule flew against Starter, the four built-ins and itself (8% action noise for state diversity), input normalisation folded into layer 1; (2) three DAgger rounds (student flies, rule labels) which did not help (0.12-0.16 vs the rule, 0.93-0.96 vs Starter); (3) evolution-strategy fine-tuning (antithetic, pop 48, 8 matches per candidate, 4 rounds, ~25 minutes total, seeds disjoint from evaluation seeds) against a pool of Starter, the built-ins and the current rule, which lifted it from 0.93 to ~0.99 vs Starter. The final model is es3 rounded to fp16. All records use random spawns, both sides alternating, my own harness over the repo's run_match; the model passes the repo validator (ops Cast, Gemm, Relu).", "blocked": null, "current_vs_starter": 0.9913333333333333, "records": {"starter": {"matches": 3000, "score": 0.9808333333333333}, "builtins": {"matches": 800, "score": 0.99}, "current": {"matches": 1000, "wins": 338, "losses": 500, "draws": 162, "score": 0.419}, "exploiter": {"matches": 500, "score": 0.079, "how": "Evolution strategy (antithetic, pop 48, 8 matches per candidate, sigma 0.01, 967 generations, 560 s on 8 cores) starting from the final model's own weights as an fp32 MLP, trained only against the final ONNX; score is the final model's per-match score against it over 500 held-out seeds (32 kills, 15 draws, 453 losses). The final model is badly exposed to this exploiter."}}, "entry": 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", "entry_sha256": "d3f691a2a8e4bfd8b107b787f8e5f026754761d961167214748f323b2b4d27f9", "entry_bytes": 40310, "ops": ["Cast", "Gemm", "Relu"], "tried": ["Harness check: current rule vs Starter over 3,000 random-spawn matches, my seeds: 0.9913333 (2974 kills, 26 losses); seat measured 0.99333.", "Plain cloning (148k states, 120 epochs, 224-68-64-3): 0.93 vs Starter (300), 0.77 vs ace (100), 0.08 vs the rule (200); yaw error stuck at 0.18 mean absolute, so the small net cannot hold the rule's sharp switches.", "Three DAgger rounds on aggregated data (student drives, rule labels, ~530 matches each): vs rule 0.115/0.16/0.12, vs ace 0.75/0.84/0.76, vs Starter 0.95/0.93/0.96: no gain, rejected.", "ES fine-tune round 1 (Starter, ace, brawler, rule mix, 7 min): vs ace 0.77 to 0.965, vs rule 0.105.", "ES round 2 (Starter, four built-ins, rule, 8 min): 0.997 vs Starter (300), built-ins 0.987-0.993, vs rule 0.29.", "ES round 3 (rule three of eight slots): vs rule 0.445 (400), ace/dogfighter 0.9975, brawler 0.985, chaser 0.9625, Starter 0.991 (400).", "ES round 4 (balanced): vs rule 0.376, Starter 0.9825; round 3 kept as the better overall on 400-match checks.", "BEST (es3, fp16 rounded, final): 0.9808 vs Starter over 3,000; built-ins 0.965/1.0/1.0/0.995 over 4x200; 0.419 vs the rule over 1,000 (338 kills, 162 draws, 500 losses); 0.079 vs a 560 s ES exploiter seeded from itself over 500."], "next": "The clone is 1% to 2% below the rule against Starter and loses to the rule itself, so it should not replace the current entry. Distillation needs more capacity or the rule's own features: the 44 KB limit allows about 20k fp16 weights, and the rule's atan lead-aim and branches are poorly fit by 68-64 ReLU units (yaw error 0.18). Options: add precomputed geometry inside the graph (Atan, Where from the current model) ahead of a small MLP, or prune frames 2-3 and bullets to widen the net. ES against a mixed pool is the step that worked; run it longer, with the rule as one opponent and a population of earlier clones to avoid the exploitability seen here (0.079 against a self-seeded exploiter). The operator should not upload this model."}