KADATH — evolutionary agent kernel

KADATH takes a goal and spends model tokens evolving agents that get progressively better at achieving it. A population of smolagents-based CodeAgent organisms competes each epoch, gets independently graded against a locked, Architect-authored benchmark, and is then culled, reflected on, mutated, and reproduced — generation over generation — under a kernel that owns the run, containers, evidence freezing, grading formulas, and Git-backed genome lineage. The organisms are read-only while an epoch runs and can only change during the post-grade mutation phase, so improvement happens through repeated competition and selection rather than one prompt or one agent.

When to use this skill