Supervise a multi-agent setup with Local LLMs

There’s a popular misconception that local LLMs are not useful for anything beyond passing “trust me, bro” benchmarks. In reality, they can be surprisingly effective when used for the right tasks with the right setup. I’ve been using them for a while to supervise my agents in TaskSquad, and they’ve proven to be genuinely useful. Each TaskSquad daemon has a “Supervisor,” powered by a local LLM (e.g., Qwen3.5 or Gemma 4). It follows a very simple instruction: regularly attach to the running TSQ ha