Why multi-agent LLM systems fail & how to fix them

Adding more agents doesn’t always make a system smarter. In some cases, single-agent setups outperform multi-agent ones on the same tasks with the same model — particularly on sequential reasoning, where coordination overhead outweighs any paralleliza…