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Ex-Tesla AI head has seen a 'phase shift in software engineering' using Claude Code — and his manual skills slowly 'atrophy'
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Ex-Tesla AI head has seen a 'phase shift in software engineering' using Claude Code — and his manual skills slowly 'atrophy'

  • Karpathy notes a phase shift in software engineering as AI coding agents become more capable.
  • He now mostly programs in English and gives the AI code prompts rather than writing by hand.
  • Karpathy reports his manual coding skills may atrophy due to AI reliance.
  • Anthropic and xAI engineers discuss Claude Code and other tools shaping workflows.
  • Industry leaders acknowledge AI can produce high-quality code but note potential dead code and review needs.
  • Karpathy's notes include his term 'vibe coding' and reflections on AI-assisted workflows.
  • Engineers from Anthropic and xAI weigh in on the shift toward AI-guided coding.
  • Claude Code’s role grows as tools improve, with some teams reporting near-total AI-written code.
  • The piece highlights the broader trend toward AI-assisted software engineering.
  • Karpathy's observations come from a note series shared on X detailing coding shifts.
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