B. Major

Turns out, throwing more compute at the cloud LLM in a hybrid agent system doesn't always improve performance – the best architecture critically depends on the task.

LLM agents can boost function calling success by up to 104% simply by dynamically retrieving tools based on the evolving execution context, instead of relying on static retrieval.