Distributed inference serving is an air traffic control tower for AI traffic, and agentic workflows make it more necessary than ever.

IBM Research and Red Hat deployed a 753B open model on H100 GPUs, serving thousands of concurrent coding agents at 5-10x lower cost than commercial APIs.