Three systematic error patterns keep GPT-5.5 and Opus 4.7 below a 1 percent success rate on the ARC-AGI-3 benchmark. The ARC Prize Foundation identified these failures across 160 game runs. These results prove that current LLMs still struggle with basic human-level abstraction. Developers must now solve these specific reasoning gaps to advance AGI.