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OpinionAndrej Karpathy · X· @karpathy·· 2026-06-24

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Karpathy on Claude Tag: the third paradigm shift in LLM interaction

What happened

Anthropic has introduced Claude Tag, letting Claude join Slack as a team member with access to designated channels and tools; users can delegate tasks by mentioning it. Karpathy calls this the third major redesign of the LLM interface: first came visiting websites, then downloading apps, and now an autonomous, persistent, asynchronous entity with organization-wide tools and context working alongside human teams. He says this requires deep engineering across tools, integrations, compute environments, memory, and security, but is achievable.

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