multi-agent teams of LLMs

Ignoring latency, how is one agent taking on distinct roles with various tools different from a multi-agent collaboration? How does having two or more agents add value over having a single agent? Answer: overlapping context windows that are concurrent. Compare the two situations. First, a single LLM sequentially taking on two roles must switch contexts. Figure 1: One LLM taking on sequential…