"I believe the proper way to evaluate models is with a performance vs test-time compute plot, with either tokens, cost, or wall-clock time on the x-axis." We can do this on Agent Arena data! Here's a plot showing net improvement vs tokens on 100K real agent workflows on @arena!

Something that people making AI economics predictions should take into account is that 1) current AI use is heavily subsidized, 2) demand for smart, compute-heavy models is exploding w/ few price signals to discipline use, 3) we will be hitting serious compute constraints soon. Translation: We have been living through a period of abundant AI; get ready for the age of compute scarcity. There will be more rationing, multi-tiered markets, new token allocation infrastructure, etc.

Following the success of the EurIPS and NeurIPS-Mexico City pilots in 2025, we are thrilled to announce two official NeurIPS 2026 satellite events for this year! These will be held in Paris, France and Atlanta, USA, respectively, running alongside the main venue in Sydney, Australia. Both satellite events will feature keynotes, oral and poster presentations of accepted NeurIPS 2026 papers, as well as workshops. We are planning tutorials, affinity events, and other elements for the satellite sites and we'll share more information as planning advances. Wherever you choose to join us, the entire NeurIPS organizing committee is working hard to deliver an outstanding experience for the whole community! neurips.cc/

Okay so, we just found that over 50 papers published at @Neurips 2025 have AI hallucinations I don't think people realize how bad the slop is right now It's not just that researchers from @GoogleDeepMind, @Meta, @MIT, @Cambridge_Uni are using AI - they allowed LLMs to generate hallucinations in their papers and didn't notice at all. It's insane that these made it through peer review👇