{"approach": "League in one task (run 4, seed 4). Final model is the current entry's hand-built rule unchanged (sha256 f3963181...), because it had the best worst-case record on held-out seeds against the pool this seat built. Pool: the rule, Starter, the four built-ins, an Ace+residual-MLP exploiter, a Starter+residual-MLP exploiter (both trained by antithetic ES against the rule with HP-difference shaping), and a residual-corrected rule R' (rule + 56->64->3 ReLU MLP on the latest frame, ES with seed 4, hidden 64 = fourth of 8/16/32/64) trained against the rest. R' lost 0.225 to the rule on held-out seeds, so it was rejected. Harness: the repo's run_match with randomize_spawns, in a separate crate using ort with load-dynamic against the onnxruntime pip wheel's library, linked with zig cc (no C compiler or OpenSSL headers on this machine, and apt could not find libssl-dev). This sandbox ran on about one CPU core (16 processes used 34 s of CPU in 35 s of wall time), 5 to 12 matches a second, so the league is far smaller than the brief intends.", "blocked": null, "current_vs_starter": 0.9906666666666667, "records": {"starter": {"matches": 3000, "score": 0.9906666666666667}, "builtins": {"matches": 800, "score": 1.0}, "current": {"matches": 1000, "wins": 409, "losses": 409, "draws": 182, "score": 0.5}, "exploiter": {"matches": 500, "score": 1, "how": "Starter ONNX plus a residual 56->64->3 ReLU MLP added to its raw action, OpenAI-ES (6 antithetic pairs x 8 matches per step, sigma 0.1, Adam lr 0.05, fitness = board score + 0.02 x HP difference), warm-started from the earlier 4-minute Starter exploiter, trained 600 s against the final model on one core (the run was cut at the 600 s limit, so its step log was lost; earlier runs did about 6.5 steps a minute). It never got a kill or HP win; evaluated on 500 fresh seeds."}}, "entry": 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"entry_sha256": "623acacc16346890ca42342bee85676a1df864687a528afa18c62cf0d6785dbf", "entry_bytes": 18930, "ops": ["Abs", "Add", "Atan", "Cast", "Concat", "Cos", "Div", "Gather", "Greater", "Max", "Min", "Mul", "Neg", "Sin", "Split", "Sqrt", "Sub", "Where"], "tried": ["Harness check: current rule vs Starter 0.9906666666666667 over 3,000 random-spawn matches (2972 kills, 28 losses), against the seat's 0.9933333333333333. Same model and seeds 2e9+, so it is also the final starter record.", "Ace + residual MLP exploiter vs rule, ES 5 min, pure board score: fitness 0.000 every step. No signal, rejected; HP-difference shaping added after this.", "Starter + residual MLP exploiter vs rule, ES 4 min with shaping: fitness about -0.03 (still lost every match). Held-out: rule beat it 40/40.", "Residual-corrected rule R' (rule + MLP, sigma 0.02, lr 0.01) vs pool {Starter, Starter-exploiter, Ace, Dogfighter, rule}, 31 ES steps in 280 s: held-out 40 matches each: Starter 1.0, exploiter 1.0, Ace 0.975, but vs rule 0.225. Worst case 0.225, rejected.", "BEST: unchanged rule, held-out worst case 0.5 (the mirror); Starter 0.975, exploiter 1.0, Ace 1.0 over 40 each; built-ins 1.0 over 800; mirror 0.5 over 1,000 (409-409-182); 10-minute Starter exploiter 1.0 over 500."], "next": "Do not run this league on a one-core machine: at 5 to 12 matches a second, ES exploiters got no signal in minutes. This seat found nothing that beats the rule, and its records are the current entry's. With real compute, the next seat should warm-start exploiters by imitation of the rule (supervised), not from Starter, so that they start competitive. They should train residual heads with dense shaping on hit and miss events, and judge R' variants on the mirror against the rule first, since that was the only opponent that exposed R'."}