Three 8–20B open-weight models on a $7K machine have matched frontier model reasoning on AIME 2025. Here's the orchestrator that makes it work.

Today we're publishing the core orchestration engine behind our paper benchmark results. The NSED repository is live at github.com/peeramid-labs/nsed — source-available under BSL 1.1, free for organizations under $1M revenue, research, and education.

This post explains what NSED does, why it matters for teams that rely on AI for high-stakes reasoning, and how to run it today.