https://latentdynamics.io/Recent content on Latent DynamicsHugo -- 0.156.0en-usFri, 20 Mar 2026 00:00:00 +0000https://latentdynamics.io/posts/precision-bayesian-inference/Fri, 20 Mar 2026 00:00:00 +0000https://latentdynamics.io/posts/precision-bayesian-inference/<p>Your language model scored well on the benchmark. It predicted the next token with impressive accuracy across a held-out test set. Now you deploy it. It hallucinates confidently on inputs that are slightly out of distribution. It has no mechanism to distinguish a confident extrapolation from a <em>lucky interpolation</em>. It treats a familiar paraphrase and a genuinely novel question with the same apparent certainty.</p> <p>You are not losing on prediction. You are losing on something the benchmark doesn&rsquo;t measure.</p>https://latentdynamics.io/about/Mon, 01 Jan 0001 00:00:00 +0000https://latentdynamics.io/about/