{"approach": "224-64-64-3 ReLU MLP (18,755 parameters, weights stored at half precision, ONNX sha256 ea812c0e7fa129a68c6f63f285358fa9f67e84c547db5369371ed15a006863c2). DAgger imitation of Starter, then PPO (Gaussian yaw and throttle, Bernoulli shoot, 200k to 400k decisions per round, Rust collector over the repo's simulator) by self-play against a league of its own past versions, 30-round warm-started exploiters, the current rule and Starter, Starter first. Reward: board score mapped to -1..1, plus or minus 0.1 per hit, and in the final lineage -0.5 for a time-out draw, 0.25 for an HP win and -0.0005 per decision. Lineage: imitation, 83 rounds at lr 1e-4, then 81 at 3e-4, then 101 with the draw penalty at falling lr, then 10 at 3e-5. Snapshot chosen on seeds not used in training. All seeds 1, but widths and learning rates were forked in parallel, so not one clean run.", "blocked": null, "current_vs_starter": 0.9906666666666667, "records": {"starter": {"matches": 3000, "score": 0.9855833333333334}, "builtins": {"matches": 800, "score": 0.989375}, "current": {"matches": 1000, "wins": 936, "losses": 59, "draws": 5, "score": 0.938}, "exploiter": {"matches": 500, "score": 0.034, "how": "PPO for 9 minutes (lr 3e-4, 2 collector threads, sharing the machine with two other exploiters) warm-started from the 64-wide Starter imitation, training only against the final model. Strongest of three: the others, warm-started from the final model and from a stored league exploiter, scored 0.6725 and 0.73625 for themselves over 200 fresh matches."}}, "entry": 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"entry_sha256": "816d7791374531becace541c0ea7693b60cab32adb68cc2b8b32d52f68cd9075", "entry_bytes": 38122, "ops": ["Cast", "Gemm", "Relu"], "tried": ["Scores are board-formula, deterministic play, seeds never used in training. Harness: current vs Starter 0.9906666666666667 over 3,000 (2,972 kills, 28 elimination losses) against the seat's 0.9933, a difference of 8 matches, within noise. Current vs ONNX and vs my native interpreter of it: 0 differing decisions in 12,024.", "Imitation of Starter by DAgger, width 32 vs 64: at most 0.32 and 0.36 vs Starter over 200 (Starter vs itself 0.4475 over 400). Both runs hit my 200 s limit before their last round, so the last saved round was used. Torch with 6 threads took 141 ms a step against 1.4 ms with 1 thread here; run it single-threaded.", "Width 32, smallest option, PPO league: at round 160 0.974 vs Starter but only 0.154 vs current over 200. Width 64, same lr: 0.73 vs current by round 140. Dropped 32, so this seat departs from 'smallest' on width because 32 lagged about 5x against the rule at equal time.", "Learning rate: 1e-4 (a64) reached 0.895 vs current by round 200; 3e-4 with 4096 batches (b64) reached 0.93 by round 140 but swung 0.81 to 0.93 between checks and stayed at 0.88 vs Starter with about 20% stalemates.", "Stalemates vs Starter: traced draws were 90 s tail chases with 0 hits, both firing into rear armour, mostly from side 1. Time-out draw penalty -0.5, HP win 0.25, time cost 0.0005 per decision, and Starter's share of league matches floored at 0.1 (c64): 0.9275 vs Starter, 0.95 vs current at round 300, then swung to 0.625 at round 400. Floor 0.35 with penalty -0.8 (e64): 0.95 vs Starter, 0.885 vs current.", "Same penalties, floor 0.3, on the 3e-4 lineage with lr falling to 7e-5 (d64): 0.985 vs Starter, 0.915 vs current, 0.99 built-ins over 200 each at round 260.", "Selection among 10 snapshots on fresh seeds (600 each vs Starter and current, 400 built-ins, 400 vs 4 stored exploiters): differences among the top four are noise. Chosen f64 round 275: 0.9808, 0.9358, 0.99, stored exploiters 0.537 to 0.74.", "Shrink to half precision on identical seeds: 0.98725 vs 0.9865 float32 over 1,000 against Starter; 0.9245 vs 0.9355 over 500 against current, which is within the roughly 0.012 standard error, so no loss shown but not proved; 105 of 56,324 decisions differed.", "Exploiters against the final model, 9 minutes, three at once on 2 collector threads each, rescored over 200 fresh matches, exploiter's own score: warm from final 0.6725; warm from a stored exploiter 0.73625; warm from the Starter imitation 0.965 (190 kills, lr 3e-4). The third is the record below: a fresh line from the imitation beats this model almost always, so it is far from unexploitable.", "BEST, final model: see records. 936 wins, 59 losses, 5 draws of 1,000 against current and 0.9856 against Starter, but 6.4% non-wins against current and 474 elimination losses of 500 to a 9-minute exploiter, so it does not yet earn 59 of 60 against unseen strong players."], "next": "Do not upload this over the current entry on these numbers alone: fly it in the later round against other seats' models first, because a 9-minute exploiter from the Starter imitation beats it. The cheap gain is exploiters from fresh lines: this league's exploiters were all warm-started from the main model and never found what the imitation-started one found in minutes. Run PPO from the imitation against the current main every 50 rounds, put each into the league with high weight, and pick snapshots on large fresh samples, since the score against current swung by up to 0.3 between checks even at lr 5e-5 (c64, 0.625 at round 400). Read what xbc-style exploiters do before training more. Update, single-threaded, is the bottleneck, not simulation: collection took 1 s of each 7 to 12 s round, so write multi-process gradients or a hand-written Rust update. Native ports of the current rule and Starter made rule-against-Starter matches about 30x faster than ONNX Runtime (1.5 s against 42 s for 3,000) with the same result on every match count, and are worth reusing."}