IC3‑Evolve uses an LLM to propose small, auditable patches to the IC3 model‑checking algorithm. Manual tuning of IC3’s many heuristics costs time, is brittle, and hard to reproduce. Each candidate patch is verified against proof or witness traces before acceptance. Engineers can now auto‑tune IC3, speeding verification and reducing manual effort.