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Ben Maraney of Forter presents a practical experiment in scaling AI-agent development across research and development teams, using a centralized MCP server, multiple platforms for experimentation and execution, and reduced legal and security barriers. The experiment shows that tool accessibility and transparency of tool calls can sometimes matter more than adopting a complex retrieval-augmented generation architecture or advanced evaluation systems from the outset.