Neural Networks Are Already Clean (Goodfire)

In plain terms

Goodfire researcher Nick Cammarata argues that polysemanticity in early model organisms came from ordinary, mostly fixable issues rather than superposition — and that the outlook for mechanistic interpretability may be far better than feared.