Usa

Productivity

The newsletter frames AI agents as putting work within reach that once needed a team, and offers guidance on deciding what deserves doing, what your time is worth, and when to spend more; it cites Elon Musk saying his AI agent costs too much to serve for what it earns.

Anthropic launched tools that show companies how their spending on its models is being used, lifting the curtain on usage ahead of a planned IPO. The move gives enterprise customers visibility into what their AI budgets are buying.

Business • TechCrunch AI

OpenAI is doubling usage limits across its paid plans, raising Pro 100 to Pro 500, and reversed a planned cut to the Pro 200 quota after user pushback. The company says more efficient models like Terra and Sol should push usable capacity higher; the move comes ahead of Anthropic's IPO as both firms compete for B2B dominance.

Business • The Decoder

SkyPilot published an analysis showing that Grace Blackwell NVL72 systems need a new scheduler to exploit NVLink across nodes, reporting 27% more usable GPUs from the same racks. Running the same distributed training job over InfiniBand rather than NVLink can degrade performance by 43%, according to the post.

Infrastructure • Hacker News