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Steering vectors estimate an average regression gradient

Activation steering approximates an average regression gradient, cosine 0.63 in our data, and classic estimator choices change how hard the vector steers.

Jun 2026 · Methodology

A Pre-Analysis Plan for Your Coding Agent

A three-layer architecture, rule, gate, and verification, for keeping an AI coding agent disciplined, and why trained priors beat a system prompt.

May 2026 · Methodology