ai safety

Anthropic's signature values filter, and it screens out two groups: candidates with no real views, and candidates performing views they clearly downloaded last night. Here's what an authentic, FDE-grade answer contains.

SAEs can surface candidate 'deception' features in the residual stream, but a correlated feature is not a cause. The real work, and the honest answer, is causal validation and admitting what interpretability cannot yet prove.