Left alone sixteen days, Qwen3.8-Max shipped 265 commits, 127 pull requests and 151 issues plus its own self-evolving harness. A five-day run reproduced a paper then evolved a method beating it. Five hundred turns of chip design shrank a cryptographic accelerator from 8,298 gates to 678.
At 80% below the frontier’s price, the lesson is that a model you can run for ten days beats a better model you can afford to run for ten minutes.