"Claws" Are the New AI Layer Running on Your Personal Hardware

A new buzzword is taking root in AI circles. "Claws" — named after OpenClaw-like agent systems — describes a fresh layer of software that sits on top of LLM agents and typically runs on personal hardware rather than in the cloud.

Andrej Karpathy flagged the trend, noting he picked up a new Mac mini specifically to experiment with claws over the weekend. Apple Store staff reportedly told him the machines are "selling like hotcakes" — with most buyers seemingly unclear on what's driving the rush.

But Karpathy isn't diving in blindly. He expressed skepticism about running OpenClaw specifically, pointing to the roughly 400,000 lines of "vibe coded" software that would get access to private data and keys. That's a massive trust surface for code built with AI-assisted development practices.

The tension is clear: local AI agents are exciting, but security concerns aren't going anywhere.