Tagged responsible scaling policy · show all articles
A red-team report that finds nothing is not proof that there is nothing to find. This article traces how alignment and safety interventions are actually tested, and the documented cases where a measured result did not survive a second, better-resourced look.
A benchmark score is not a fact about a model; it is a fact about a harness, a threshold, and a moment in time. Here is what actually goes into an Anthropic capability evaluation, who checks it from outside, and why a single leaderboard number still misleads.
Every refusal passes through a trained policy, a classifier, account monitoring, and a capability-gated release process — four thresholds, each trading missed misuse against blocked legitimate use, documented in Anthropic's own safeguards and RSP filings.