The 3B Wall: What Apple’s On-Device LLM Can and Can’t Do in Your Shell

Apple ships a 3B LLM on every Mac running Tahoe. I wired it into three zsh hooks, benchmarked multiple approaches across 100 prompts, and found the ceiling.