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Karpathy's Graph Architecture Signals End of Prompt-Based AI Development

  • Foundation Models
  • AI Agents
  • Software Dev & Coding

Andrej Karpathy, who joined Anthropic's pre-training team in May 2026, has released a widely-circulated Stanford lecture arguing that the era of prompting is ending, replaced by graph-based architectures for AI systems. The 70-minute talk, titled "Delete Everything, Keep Graph," outlines a engineering progression that abandons manual prompt optimization in favor of directed graph structures where agents, tools, and checkpoints operate as nodes connected by conditional edges.

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