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Modern AI development is shifting away from the "super agent" myth toward collaborative systems where multiple specialized agents work together on specific tasks. To ensure safety and efficiency, developers must avoid over-privilege and "super agency" by enforcing high cohesion, which limits each agent's access to the absolute minimum required for its role. This architectural approach categorizes agents within a two-by-two matrix that measures risk versus capability, ranging from low-stakes information retrieval to high-consequence financial transactions. High-risk, high-capability agents require ephemeral existence, dynamic access, and human-in-the-loop oversight to prevent unintended damage. By treating agents as a spectrum of capabilities rather than a one-size-fits-all solution, organizations can build smarter, more secure systems that remain under human control.

Beyond the Super Agent: Designing Collaborative Agentic Systems