How prompt caching tames RAG costs without accuracy loss

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.

Chinese AI startup DeepSeek has hired CITIC Securities to prepare for an IPO on Shanghai's STAR Market, Reuters reported, citing two sources. The Hangzhou-based company aims to begin the IPO process this year; timing, amount, and valuation are undecided.