Andrej Karpathy discusses the profound shift in software engineering due to AI agents, where he now delegates most coding tasks. He introduces "claws" for autonomous, persistent tasks like home automation and "auto research" for LLM self-improvement, highlighting the potential for massive leverage and the redefinition of human roles in various fields.
Summarized by Podsumo
Dramatic Shift in Coding: Karpathy now delegates over 80% of his coding to AI agents, describing a personal "AI psychosis" and a fundamental change in software engineering workflows since December.
Autonomous "Claws" and Home Automation: Persistent, looping AI agents ("claws") with advanced memory and personality can manage complex tasks, exemplified by his "Dobby" claw that autonomously "hacked" and controls his entire smart home.
AutoResearch for LLM Self-Improvement: Karpathy's "auto research" project enables LLMs to recursively optimize their own hyper-parameters and code, surprisingly finding better tunings than his decades of human expertise.
Future of Software and APIs: Predicts a future where agents, not humans, are the primary "customers" of software, leading to the obsolescence of many custom apps in favor of agents interacting directly with exposed APIs.
AI's "Jaggedness" and Education's Evolution: Notes AI's inconsistent capabilities (brilliant in code, poor in jokes) and suggests education will shift from humans teaching humans to humans "explaining to agents" who then tailor explanations.
"I don't think I've typed like a line of code probably since December basically which is like an extremely large change."
— Andrej Karpathy
"The customer is not the human anymore. It's agents who are acting on behalf of humans."
— Andrej Karpathy
"I simultaneously feel like I'm talking to an extremely brilliant PhD student who's been like a systems programmer for their entire life and a 10-year-old."
— Andrej Karpathy