{"approach": "Small ReLU MLP policy (112 inputs = newest 2 of the 4 observation frames, 64, 32, 3 outputs; 9,411 parameters) exported as Slice, Gemm, Relu. Built in a Rust trainer I wrote over the repo's sim crate: the current entry and Starter are interpreted in Rust, the four built-ins are the repo's own. Stage 1: DAgger behaviour cloning of the current rule (about 3 min). Stage 2: PPO (Gaussian yaw and throttle, Bernoulli shoot, separate 224-64-1 value net, GAE 0.95, gamma 0.99), self-play against a pool of the current rule (3 of 8 slots), the four built-ins, recent snapshots of itself, and itself. Reward: 0.15 per HP dealt minus taken, plus 1 elimination win, 0.6 HP win, -1 loss. Checkpoint chosen on held-out seeds (0.7 x score vs rule + 0.3 x score vs built-ins). Seed 4. About 20 min of training in total, so it is NOT stronger than the current entry.", "blocked": null, "current_vs_starter": 0.991, "records": {"starter": {"matches": 3000, "score": 0.8895}, "builtins": {"matches": 800, "score": 0.9765625}, "current": {"matches": 1000, "wins": 264, "losses": 611, "draws": 125, "score": 0.3265}, "exploiter": {"matches": 500, "score": 0.296, "how": "Copy of the final network trained by PPO (same code, lr 3e-4) for about 9 minutes (the run was cut at the command timeout, best snapshot on 200 held-out matches used) with the final model as the only opponent; the final model scores 0.296 against it over 500 matches, half from each side."}}, "entry": 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", "entry_sha256": "48add132a269565e2f382cb8ca1256572e13edfec43c5a525f90a22dc5649122", "entry_bytes": 38106, "ops": ["Slice", "Gemm", "Relu"], "tried": ["Harness check: current entry vs Starter 0.991 over 3000 random-spawn matches (2973 wins, 27 losses; its seat measured 0.9933); vs built-ins 400 of 400.", "DAgger cloning of the rule into the 112-64-32-3 MLP: 0.00 vs the rule, clone is far weaker than the rule.", "PPO stage 1 (~5 min, lr 1e-4): vs rule 0.02-0.04 on 200 held-out matches, built-ins about 0.97.", "PPO stage 2 (~9 min, lr 2e-4): vs rule 0.06-0.34 on 200 matches (noisy), saved model 0.3265 over 1000 fresh matches vs the rule, 0.9766 vs built-ins, 0.8895 vs Starter (2586 elim wins, 80 HP wins, 45 draws, 289 losses).", "Learning was still rising when time ran out; the policy gradient net is not yet competitive with the hand rule and loses to its own 9-minute exploiter (0.296)."], "next": "Give policy gradient far more compute (hours, not 20 minutes) and more inputs/width than 9.4k parameters allow in fp32; keep the rule at 3/8 of the pool, use a Starter-free pool (Starter matches are slow and pointless), and compare checkpoints on thousands of matches, since 200 was noisy. Distilling the rule better first (more data from rule-vs-rule near-miss states, larger net, fp16 storage) would give PPO a stronger start."}