Tagged red teaming · show all articles
Refusal training, content classifiers and red-team programs are not proof a deployed system is safe. They are ten separately documented ways such systems keep failing, each with its own paper trail and its own cause.
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 misuse policy that lives in a slide deck is not a safety system. This is a practitioner's account of the layered defenses, enforceable policies, self-red-teaming and post-launch instrumentation that make one hold under real traffic.
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.