Supervise a multi-agent setup with Local LLMs

📰 Dev.to AI

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. <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2

Published 26 Apr 2026

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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. <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2
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