J-space in practice: using Anthropic's Jacobian lens to decide what an LLM can forget
Anthropic published Verbalizable Representations Form a Global Workspace in Language Models on July 6, and the vocabulary it introduced is suddenly…
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Beyond Reconstruction: Verifying Model Explanations with RECAP
What Changed For years, the field of mechanistic interpretability has relied heavily on natural-language autoencoders to translate hidden model acti…
The safety switch that doesn't actually work
Sparse autoencoders — the core tool of mechanistic interpretability — can identify and amplify specific concepts inside a neural network, but they c…
Mechanistic Interpretability is a 2026 Breakthrough Technology. Here's What That Means for the "LLMs Are Just Matrix Multiplication" Debate
Today a friend of mine — let's leave him nameless — said the line I've been hearing since 2022: "It's still just matrices multiplying, guessing the…