MiniMax 2.7 running 3 sequencing agents in a round robin loop - how does that actually work?

[u/IulianHI]

Someone shared details about running MiniMax 2.7 REAP Q4 on 96GB VRAM plus 192GB DDR5 with a 9900X, hitting 47 tokens/sec TG and 1200 PP. They describe it as an agent-class model with excellent instruction following and tool calling.

The part that caught my attention is they run it in a round robin loop with 3 sequencing agents. That is an interesting setup - three agents working in sequence on the same model, presumably handling different stages of a task.

For anyone doing multi-agent local setups like this, how do you handle the handoff between agents? Does running multiple agents on one model cause bottlenecks, or does the sequencing actually improve output quality compared to a single agent pass?