{
  "id": "anthropic-sitemap:research:next-generation-constitutional-classifiers",
  "type": "article",
  "title": "Next-generation Constitutional Classifiers: More efficient protection against universal jailbreaks",
  "abstract": "Large language models remain vulnerable to jailbreaks—techniques that can circumvent safety guardrails and elicit harmful information. Over time, we’ve implemented a variety of protections that have made our models much less likely to assist with dangerous user queries—in particular relating to the production of chemical, biological, radiological, or nuclear weapons (CBRN). Nevertheless, no AI systems currently on the market have perfectly robust defenses.",
  "issued": {
    "date-parts": [
      [
        2026,
        1,
        9
      ]
    ]
  },
  "URL": "https://www.anthropic.com/research/next-generation-constitutional-classifiers",
  "publisher": "Anthropic",
  "source": "vendor/anthropic-sitemap/research/next-generation-constitutional-classifiers.md"
}