Hy4 Preview now available on AI Gateway

Sebastian Raschka reviews OpenAI's GPT-6 Astra, calling it the best model he's used, with standout 3D rendering and animation skills. He explains looped transformers and addresses rumors that Astra hides its reasoning trace.

A consensus framework for validating generative AI, called the Validation Accords, is published in Nature Medicine, with a call for collaborators. The framework addresses the need for standardized validation of generative AI in medicine.

Laurie Voss reran a year-old benchmark and found frontier models now walk through its ceiling without noticing. IFScale asks a model to write a business report containing a list of exact words, then counts how many appear.

LinkedIn exposes ~1,300 tools and 600 playbooks to coding agents behind just three MCP primitives: search, get schema, and execute. Ajay Prakash's team replaced the full surface because MCP degrades past 30-40 tools.

Reddit users compare AI capabilities from two years ago to today, marveling at rapid progress and speculating on the next two years.

Zankore, an Indonesian AI infrastructure platform backed by Nvidia, signed a $3.1 billion loan to purchase advanced chips, reflecting surging demand for computing capacity across Asia.

Suno v6 is the first generation trained with licensed music from Warner Music Group, BMG, and Believe. It includes three models: v6 for paying subscribers, v6-mini for free users, and v6-wild for exploration.