Reality 1: The Orchestration Bottleneck Trap
Many hosting providers mistakenly market massive accelerator clusters as the ultimate platform for all artificial intelligence. This is a massive engineering fallacy driven by a fundamental misunderstanding of how agents operate.
In standard chatbot infrastructure, a single processor feeds data to eight accelerators. Agentic workflows destroy this ratio. Autonomous agents execute complex logical loops. They plan actions, query databases, parse application programming interfaces (APIs), and validate code. All these orchestration tasks execute entirely on the Central Processing Unit (CPU).
When you lack sufficient core density, your incredibly expensive accelerators sit completely idle waiting for the processor to finish thinking. This memory traffic jam causes the entire cluster to lag violently, wasting millions of dollars in capital expenditure.
Reality 2: The Hardware Ratio Rebalance
