Safety Game: Balancing Safe and Informative Conversations with Blackbox Agentic AI using LP Solvers

arXiv — cs.LGWednesday, December 3, 2025 at 5:00:00 AM
  • A new framework has been proposed for aligning large language models (LLMs) with safety requirements without the need for retraining or access to model internals. This black-box approach aims to balance the generation of safe yet informative responses, addressing a significant challenge in AI deployment.
  • The development is crucial as it offers a more flexible and cost-effective solution for ensuring safety in AI systems, particularly for third-party stakeholders who lack direct access to the models. This could enhance trust and usability in AI applications.
  • This advancement reflects ongoing efforts in the AI community to improve the reliability and safety of LLMs, especially as they are increasingly utilized in complex environments. The challenge of balancing safety and informativeness is a recurring theme, highlighting the need for innovative solutions in AI alignment and the potential risks associated with unregulated AI outputs.
— via World Pulse Now AI Editorial System

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