AI Moats, Vibe Coding Risks, and Agent Infrastructure
An executive analysis of how agentic AI is reshaping software moats, the productivity paradox of vibe coding, and the strategic shift toward open-source ecosystems. This brief covers the emergence of personal AI assistants, the METR productivity study, and Anthropic's public model constitution.