10,000 Agents, Zero Tokens: Why the Best AI Architectures "Skip" the LLM

1. Introduction: The Scalability Paradox of Agentic Systems In the boardroom, AI agents are promised as the ultimate workers—autonomous, reasoning, and tireless. In the engineering trenches, however, ...