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The next Manus Moment will not come from a smarter standalone agent. It will come from the coordination layer that turns many agents into an accountable AI-native organization.

Anthropic Institute puts AI R&D automation, recursive self-improvement, and verifiable slowdown into one argument. This reading note extracts what matters for product teams, engineering organizations, and governance.

When anyone can ship an AI SaaS in 48 hours, real differentiation is no longer a feature. It is judgment, taste, speed, and identity.