Anthropic stress-tested Constitutional Classifiers against universal jailbreaks
Anthropic described input and output classifiers generated from a written constitution, then tested them through an extended red-team challenge intended to block broad jailbreak strategies while tracking refusal and compute costs.
Why it matters: The work treated jailbreak defense as a measurable system layer rather than relying only on the base model's alignment.