Anthropic launches Claude Corps, a $150M program placing 1,000 fellows at nonprofits with $85K salaries, signaling a major AI distribution play into civil society. DeepMind's DiffusionGemma generates text four times faster using parallel block generation and hits 1,000 tokens per second under Apache 2.0. Xiaomi's open-source MiMo Code coding agent now leads SWE-Bench Pro at 62%, and an operator's $6,531 AWS bill from an unsupervised agent illustrates why granular credential scoping is now table stakes.