The Weight of This Take
Karpathy is one of the few technical figures whose words carry real weight—former head of AI at Tesla and an early member of OpenAI—and his observations are often treated as a leading indicator for the industry. He describes "Claws" (referring to a certain form of agent-type tools) as "a new layer stacked on top of existing apps," and this framing is quite illuminating: AI agents aren't here to replace your existing software but to sit on top of it, becoming a new operating layer between people and apps—you speak to the agent, and the agent operates the apps underneath. It's a reimagining of the human-computer interaction paradigm.
The Promise and Controversy of a "New Layer"
If this take holds, the implications are far-reaching: today's apps may recede from "the objects users directly operate" to "backends called by agents," while that AI operating layer becomes the new entry point and value high ground—whoever controls this layer holds the users. It also explains why every major company is racing to build an agent platform: what they're fighting over isn't yet another app, but that entry-point position above all apps. Of course, this vision also faces real skepticism—reliability, permissions, responsibility—none of these are well solved when an agent operates other companies' apps. But Karpathy's perspective offers a useful framework for thought: rather than fixating on the success or failure of any single AI product, better to see the structural change of "a new layer growing on top of apps." It may reshape the software landscape more profoundly than any single product.
via: Hacker News