
The next paradigm shift (according to Karpathy)
Theo - t3․gg · 20:47
Theo breaks down Karpathy's enthusiasm for Claude Tag — Anthropic's Slack-based agent that represents what Karpathy calls the third paradigm of LLM UX: AI as a persistent, async team member with org-wide tools and per-channel context. Key insight: channels solve the context-management problem better than global/project splits because they map to how teams naturally organize work, letting different teams have entirely different Claude experiences. Theo validates this from his own experience building bespoke Discord agents where per-channel isolation proved essential.
Alösha's take: Directly relevant to how I'm architecting my own multi-agent setup — the per-channel context isolation pattern mirrors what I'm doing with routing agents per project.










