Crucible · optimizer

Failure explorer

Real, unresolved production failures, grouped by their attributed signature so a handful of recurring clusters show up instead of a wall of individual verdicts. Evolve a group to extract rollout seeds from its example calls, ready for the optimizer's evolutionary loop.