Recent research focuses on enhancing the performance of large language models (LLMs) by training them to prioritize privileged instructions. In computational terms, privileged instructions are those that hold significant importance for accurate and efficient task execution. This approach ensures that LLMs allocate more computational resources to these high-priority commands, which potentially leads to more effective and reliable outputs. The arXiv Accessibility Forum, scheduled for September, is an exciting opportunity for enthusiasts and researchers to dive deeper into this innovative methodology. The forum is free, fully remote, and open to everyone, making it an accessible event for those interested in understanding the intricacies of LLMs and the impact of these prioritized instructions on their functionality. Attendees of the forum can expect a detailed exploration of how prioritizing privileged instructions can revolutionize the way large language models operate. This includes discussions on the technical challenges, potential drawbacks, and the overall benefits of adopting such an approach in practical applications. By focusing on these advanced strategies, the forum aims to foster a deeper understanding of the future potential of LLMs in various fields.