Really interesting Boris Cherny and Cat Wu interview on the move from Claude Code to Claude Tag.

Anthropic's launched Claude Tag last week and it added a layer of persistent context and memory that would have been difficult to maintain with previous tools.

- Claude Tag shows a bigger shift than faster coding inside Anthropic’s daily work. Claude Code helped one person work faster, but Claude Tag changes group behavior.

- AI becomes more useful when it enters shared workspaces.

- People no longer need to open a separate tool, frame a task, and monitor it. Claude can sit inside a channel, notice useful work, act, and report back.

- That institutional memory turns AI from a helper into a workflow layer. A channel can teach Claude what to watch, what to ignore, and how to respond.

That means the system improves through normal corrections, not separate training sessions.

- Visibility spreads skill faster than private AI use. When stronger users show Claude how to debug, analyze data, or write PRs, others copy those patterns.

- This turns AI adoption from individual experimentation into social learning across the company.