104B parameters are active per token, the context is about 1M tokens, and firms over $20M in revenue need a separate deal to serve it. Our InDepth does the license and hardware math.
One H100 proves about 110 tokens a second, around 72x the GPU time of normal serving, and a CPU checks a proof in about 17 seconds. Our InDepth explains how it works.
About 80% of failures were reasoning, like stopping the search too early, and one agent destroyed an in-progress upload. Make agents list what they will delete first.
An encrypted power table that only the Windows driver can read holds the GPU near 780 MHz on Linux. WSL, or running on battery, gets most of the speed back.
The NVIDIA pipeline handles up to 2.4 terabits a second and made the first real-time AI detection of the Crab Nebula pulsar. Weeks of work now take hours.
The Northwestern professor argues that a verified AI result nobody can explain leaves nobody to answer when it fails. Read it before you ship an answer no one on the team understands.
He argues LLMs imitate many writers, so there is no fixed goal to pin down, and interpretability cannot catch rare harms. Sandboxes and monitoring help but guarantee nothing.
Render is taking on Vercel with AI sandboxes that can run indefinitely, along with new tools for managing long-running agent The post Render just… · The New Stack
Most people who try to run a model at home end up with a $3,000 graphics card that sits idle twenty hours a day and a chatbot that forgets the… · Codez (@0xCodez)
Alarms caught it fast and no blood products were lost; the supplier blames a third-party remote monitoring part. Check who can change your cold-chain set points.
Gemini, Gemini Notebook and Search start off for student accounts, and there is no AI-free search option. School IT teams should plan their settings now.
The BriefGoogle's Gemini privacy page says chats saved with Keep Activity on are used to improve Google services, including training its AI models, and it names no different handling for paid personal plans. A subset of chats is read by human reviewers, and those are kept for up to three years even after you delete your activity. Turn Keep Activity off, or use a work account, before you paste client or company data into Gemini.
Level UpCheck the training switch on every AI chat app you use this week. In Gemini it is Keep Activity under Gemini Apps Activity (turned off, chats stay 72 hours); in Claude it is Model Improvement in Privacy Settings. →Google: what Gemini uses when Keep Activity is on