LLMs on Consumer Hardware — Part 4: The Coordinator Search — Role-Casting and the Memory Wall

The fourth entry in a build-log series on local LLMs. The search for a model that could orchestrate the agent team produced two instructive failures — a tool-use specialist that fabricated, and a large model that reasoned well but would not fit — and one hard constraint on multi-model systems.