{"approach": "Gemm/ReLU MLP 224-32-32-3 with Clip, float32, observation normalisation folded into the first layer (8,451 parameters). Warm-started by behaviour cloning the current rule entry (36,639 decisions from 240 matches vs Starter and the four built-ins, 2,500 Adam steps), then PPO (clip 0.2, gamma 0.99, GAE 0.95, lr 3e-4, separate 32-32 value net, Gaussian policy) in self-play: 70 iterations of 48 matches with random spawns and sides against a pool of the last 4 snapshots, itself, the BC clone, the current rule, Starter and the four built-ins; reward +-0.1 per hit point dealt/taken plus 2*score-1 at the end. Checkpoint chosen on held-out seeds (100 vs Starter + 100 vs Ace). Seed 1 everywhere. Policy mean exported alone. Only about 8 minutes of PPO ran: most of the time went on building the simulator without a C compiler (zig as linker) and on ONNX Runtime thread contention.", "blocked": null, "current_vs_starter": 0.993, "records": {"starter": {"matches": 3000, "score": 0.80025}, "builtins": {"matches": 800, "score": 0.900625}, "current": {"matches": 1000, "wins": 14, "losses": 980, "draws": 6, "score": 0.017}, "exploiter": {"matches": 500, "score": 0.488, "how": "PPO exploiter started from the BC clone of the current rule, trained 33 iterations x 48 matches (150 s, not the 10 minutes asked, for lack of time) against the final model only, same rewards; scored over 500 fresh matches, half from each side"}}, "entry": "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", "entry_sha256": "db6f97bf830a3104664382d701e7b2f36eecb3744b46fb556bf2205cc2e4c405", "entry_bytes": 33785, "ops": ["Clip", "Gemm", "Relu"], "tried": ["Harness: current entry vs Starter 0.993 over 3,000 random-spawn matches (2,979 kills, 21 losses), seat measured 0.99333.", "Behaviour clone of the current rule into 224-32-32-3 ReLU MLP: 0.6575 vs Starter and 0.53 vs Ace over 200 held-out matches each; a 32-wide net copies the rule poorly.", "PPO self-play from the clone, 70 iterations x 48 matches (~8 min): held-out score vs Starter rose 0.62 -> 0.80 (best 0.835 at it 27) and vs Ace 0.55 -> 0.93; rollout score vs the pool 0.23 -> ~0.55.", "BEST: PPO iteration 45 (held-out Starter 0.785 + Ace 0.90): 0.80025 vs Starter over 3,000, 0.9006 vs built-ins over 800 (chaser 0.885, dogfighter 0.885, ace 0.864, brawler 0.969), 0.017 vs the current rule over 1,000 (14 wins, 6 draws, 980 losses). Far below the current entry; not an upload candidate."], "next": "This run is far from the rule (0.017 head to head) because PPO ran only 8 minutes. Next seats: build with zig cc as linker (-target x86_64-linux-gnu.2.39, map -lstdc++ to /usr/lib/x86_64-linux-gnu/libstdc++.so.6) if no gcc is installed; create ONNX sessions with intra/inter threads = 1 and torch.set_num_threads(1), both were 10x+ slowdowns here; the current rule ONNX costs ~0.15 s per match, so use an MLP clone of it in the pool. Use a wider net (64-64 at half precision fits 44 KB), a longer BC (loss still falling) and at least 60 min of PPO; the curve was still rising vs Ace and flat around 0.75-0.8 vs Starter."}