Jeremy Berman achieves new SOTA on ARC-AGI using evolutionary refinement of English instructions instead of Python, solving 79.6% of abstract reasoning puzzles at 25x lower cost. This breakthrough exposes fundamental limitations in LLM reasoning while pointing toward more generalizable AI architectures.