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This is a new paradigm for interacting with Claude that is significantly more "inline" with all the other human activity…

Andrej Karpathy Twitter · Andrej Karpathy (@karpathy) · 2026-06-23

Andrej Karpathy describes a new paradigm for interacting with Claude that integrates more deeply into organizational workflows, requiring engineering work across tools, integrations, compute environments, and memory.

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Topics: claude-integrationenterprise-aiai-assistantshuman-ai-collaboration

Claims

  • A new interaction paradigm for Claude is significantly more 'inline' with org-wide human activity compared to previous approaches.
  • Making this paradigm work requires substantial under-the-hood engineering across tools, integrations, compute environments, and memory.

Key quotes

This is a new paradigm for interacting with Claude that is significantly more 'inline' with all the other human activity org-wide. Once you do all of the under the hood engineering work to make this 'just work' (e.g. across tools, integrations, compute environments, memory…