Key takeaways
Anthropic’s ~20-person Labs (led by Ben Mann) runs like an internal startup incubator: most bets are expected to fail (roughly 20–30% success), with biweekly persist-or-pivot reviews; projects “graduate” once the team grows past four people. Claude Code, MCP, and Claude Design emerged from this model, and product needs also feed back into model research. The piece compares China parallels (Tencent WorkBuddy, DeepSeek bottom-up teams, Alibaba’s internal horse races) and stresses emotional honesty when projects are cut, plus deliberate retirement of stale features.
