Research Lessons I Learned at MATS & Redwood

Good empirical safety research is heavily bottlenecked on thinking more clearly. This post shares a few frames and tips I found useful, illustrated with concrete examples.I spent the better part of 2026 in empirical AI safety research apprenticeships.