Safin-1: Safety from Within through Memory-Native State Evolution

  • 类型:arxiv
  • 标识:2609.00092
  • 链接:http://arxiv.org/abs/2609.00092v1
  • 主分类:risk
  • 形态:method
  • TLDR:Long-horizon complex tasks require foundation models to accumulate information, maintain internal states, and adapt over extended interactions. Safety should be an intrinsic property of the model itself, rather than a behavioral constraint relying solely on external safeguards or post-hoc alignment such as supervised fine-tuning. This motivates Safety from Within, where safety-relevant capabilities are represented and invoked through the model's native computation. We present Safin-1, a family of foundation models realizing this principle through memory routing and state evolution. Safin-1 is
  • 待LLM分类:否
  • 来源文件
  • /inbox/tom/_candidates/2026-09-02-agent-rag-longcontext-candidates.json