Summary

NeurIPS 2025 has transitioned from an academic conference to an industry trade show, driven by corporate interests and producing a massive volume of submissions. The key takeaway is that to understand the state of AI research, one must look beyond the sheer quantity of papers and critically evaluate the source and content, focusing on areas like "new attention plumbing" for LLMs, which represent critical infrastructure changes.