Long Lake's Varun Shenoy on diffusing AI into real-world businesses

Across ~1,000 pre-training runs at four scales (150M–1.43B params), mixing English into Arabic training beat weight-decay tuning, gaining the equivalent of 2–3x unique target data on validation loss and 2–13x on downstream accuracy.

NVIDIA released the full Run:ai platform as open source, including four independently adoptable components: KAI Scheduler, GPU Fractioning Operator, KAI Resource Management, and Workload Map. The code lives in the NVIDIA DSX AI Factory GitHub organization, and partners can adopt it whole or component-by-component.

Former Greenberg Traurig M&A lawyer Abdulrasheed Ijaodola launched useABI, which he says returns a purchase agreement markup, issues list, diligence report and summary in about 30 minutes, with the issues list in under five minutes and no prompting. First major deployment was a pilot at an unnamed Am Law 100 firm.

Anthropic's revised terms of service make "sustained and needless abusive or cruel behavior toward our models" a violation, with a high technical bar. The update also adds restrictions on propaganda campaigns, surveillance and weapon development, which Anthropic says mostly clean up old clauses.

Apple launched HomeView, a smart home hub with a screen built to showcase Siri AI. The company also announced a new Apple TV 4K and HomePod Mini.