A PetaFLOP DGX Spark Still Waits on Memory for One User
A chip rated for a petaFLOP can still feel slow when it is answering one person. On a desk-side NVIDIA DGX Spark, that is not a paradox. NVIDIA’s product page rates the box’s FP4 Tensor Cores at up to 1 petaFLOP. At batch size 1, generating the next token is mostly a memory errand: the […]
Self-Hosted Analytics When AI Agents Skew Your Site Traffic
The visitor who never blinks Some of the traffic on a company site never blinks. It does not leave a tab open or a coffee going cold. Assistants and copilots fetch the page, summarize the pricing, and walk the documentation the way a junior analyst used to. For anyone responsible for demand, that is either […]
FlashProve Binds a Reply to Committed Weights, Not the Model You Bought
A routing layer sits between the model on your contract and the tokens that reach the customer. It can send the prompt to the weights you paid for, or to a cheaper cousin that writes almost as well. You can read the reply as carefully as you like. Fluency is a terrible audit log. That […]
Amazon Quick for Sales: The Data Work Behind a Cross-Source Agent
The question that still takes two tools A sales leader asks whether FY2025 results in North America actually lined up with the strategy memo, or whether the memo got ahead of the numbers. In a lot of companies, that is still two systems, a folder hunt, and someone who remembers which PDF is current. Tables […]
Why an AI Agent Invented a $502,529 Customer From One Column
A half-million-dollar customer who was never that rich Carolyn Inworth of Wisconsin is a name in a customer 360 demo, not someone a sales team should call. Ask an AI agent who spends the most, and the walkthrough has her coming back at $502, 529. Attach one sentence of business meaning to a column and […]
Hg and Anthropic Agree to Back a Nameless European AI Company
A named investor, a company with no public name Hg has a name. The company it has agreed to fund does not. On November 3, 2026, the firm announced an agreement to invest in a new “AI transformation company” aimed at European businesses. Anthropic and unnamed angel investors are participating. The release promises a formal […]
Zyphra Hierarchical Attention Sparsifies Search but Not the Cache
Sparse attention has a tell. The last multiply looks cheap, and then the piece that picks which tokens to read quietly scores every past token you hoped to skip. Zyphra Hierarchical Attention, ZHA, tries to make that search sparse. The full key-value cache stays in memory. A tree of chunk summaries only decides which cached […]
When an AI Summary Becomes a Citation With Nothing Behind It
The citation had a year, a court, and a number. It did not have a judgment behind it. The Guardian reports that Ravinder Dhillon, a senior crown prosecutor in the Crown Prosecution Service rape and serious sexual offences unit, relied on a case she called CPS, R v J [2024] EWCA Crim 3529. The authority […]
Microsoft Copilot XRP Headlines Are Not a Corporate Outlook
Ask a chatbot for a funeral and it will write one. Ask it for a coronation and it will write that too. Two crypto writeups did that with XRP, then treated the opposite endings as if Microsoft had taken a view. One of them is titled “Microsoft Bearish On Ripple? Copilot AI Predicts a Huge […]
Bedrock RAG Still Cites Website Pages You Stopped Maintaining
A model will quote your website with a straight face and still be wrong. The passage it retrieved was a mega-menu, a cookie banner, and a pricing table from a page you stopped maintaining. Retrieval augmented generation does not invent trust. It inherits whatever you bothered to ingest. That is the miss hiding inside a […]