{"sources": [{"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md", "quote": "The reference misreads 16% of the first trades of a step. Reading them all right is worth +2.72"}, {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md", "quote": "A policy sees what afterSwap sees. `run.py` enforces it; a result from any other harness needs the same blindness."}, {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md", "quote": "Tune on replica seeds 60000 and up. Score once on 10000..12047 and report the `paired{...}` line `pair.py` gives against the nearest reference in `ref/`."}, {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/run.py", "quote": "A blind policy never receives the true price, the rival's spot, the arb flag, the order count or the run's"}, {"url": "https://api.imdnotdead.fun/artifacts/c9d678abb0ed0ee3a31b13a8203b6ee993896db0b6a3875c5c4f52a369bf0434", "quote": "Posterior-integrated rival-band projection"}]}