Author: Admin

Hallucination is the wrong word for what I keep running into. It implies the model is confused or malfunctioning. The more accurate description is confident incorrectness: the model produces plausible-sounding output, in well-formed prose, citing nothing, with no hedging, and the claim is simply false. I have been building and operating an AI system that generates structured presentations from user-supplied text. That system runs roughly 1,000 inference calls per day across OpenAI and Anthropic APIs. Over time I have developed a working set of patterns for detecting, handling, and reducing confident incorrectness. This article documents what works in production and…

For decades, scientists recognized only two major types of magnets. One is the familiar ferromagnet, the kind found in refrigerator magnets and countless everyday devices. The other is the antiferromagnet, whose magnetic properties are hidden at the atomic level but have attracted growing interest because of their potential use in advanced technologies. More recently, researchers identified a third category known as altermagnets. First proposed within the last decade, these materials may combine some of the most useful characteristics of both ferromagnets and antiferromagnets, potentially opening the door to faster, more energy-efficient electronics. Now, physicists at the University at Buffalo have…

A team of Irish founders has committed €8 million to Nvidia Blackwell GPUs, including the latest B300 chips, to launch TensorX, a sovereign AI inference platform designed for Europe’s AI builders, trusted by regulated industries and already generating revenue from paying customers. The company was founded by Shane Morton, is part of the NVIDIA Inception program and is partnering with Dell on sourcing GPU hardware. At a time when enterprises are racing to adopt artificial intelligence but most remain unwilling to let their data leave European jurisdiction, TensorX offers high-performance inference with zero data retention, running entirely on dedicated hardware…

This story is from The Algorithm, our weekly newsletter giving you the inside track on all things AI. Sign up to receive it in your inbox every Monday. Longevity’s next frontier: “reprogramming” your body Billions of dollars are flooding into efforts to reverse aging as scientists explore ways to return cells to a younger state. But how far off are these experimental treatments? Will they really work? At an upcoming virtual Roundtables event, MIT Technology Review will examine the science behind the hype. Science editor Mary Beth Griggs and senior biotechnology reporter Jessica Hamzelou will explore longevity’s latest frontier in…

Viewpoint, Comarch Communications The European telecommunications market is expected to grow slowly, at just 2% to 3% by 2029. Because of this slow growth and the challenges of a complex global economy, operators are rethinking how they work. The industry is now looking beyond traditional consumer cellular services, which are only growing at 3% to 4%, and is moving toward broader communication ecosystems, including mission-critical networks, satellite infrastructure, and massive IoT deployments. These challenges and emerging trends were extensively discussed at the recent Comarch User Group gathering, highlighting the critical paths operators must take to stay competitive. The event hosted…

In this article, you will learn how to build a text clustering pipeline by combining large language model embeddings with HDBSCAN, a density-based clustering algorithm, to automatically discover topics in unlabeled text data. Topics we will cover include: How to generate text embeddings for raw documents using a pre-trained sentence-transformers model. How to reduce the dimensionality of those embeddings with UMAP to prepare them for clustering. How to apply HDBSCAN to automatically discover topic clusters and visualize the results. Clustering Unstructured Text with LLM Embeddings and HDBSCAN Introduction The current era of Generative AI seems to primarily focus on chat…

E-commerce businesses are facing a lot of changes these days and AI is playing a huge role in them. A growing number of e-commerce businesses are struggling as they try to deal with the consequences of the Iran War, tariffs, growing competition from oligopolies and other issues. Smart e-comemrce startups are going to need to rely on AI if they want to be successful.  How Data Analytics Is Helping E-commerce Startups CompeteThere Are Many Practical Benefits of Using AI as a New E-Commerce BrandNew data analytics breakthroughs are helping e-commerce startups understand their customers, forecast demand, and spend limited budgets…

“CISOs should demand a Safety Relevance Layer in their risk modeling, a structured framework that requires every AI-generated finding to pass automated verification, including dynamic proof-of-concept validation and strong false-positive filtering, before it reaches a human analyst,” Datta said. Those controls should also cover disclosure, particularly when AI tools identify flaws in third-party open-source components that the enterprise does not control, Datta said. Organizations need predefined escalation paths, notification timelines, and role assignments that take effect once a confirmed issue is found in an external dependency. “Ad hoc disclosure in an AI-accelerated environment isn’t just a process gap; it’s a…

Picture the scene. You’re in bed fast asleep, when suddenly your phone erupts with a blaring emergency siren. . You grab the phone. It’s a flood warning for your region. Except where the details should be, every field just reads “misantropi4.”That was the experience for millions of Brazilians in the early hours of Saturday, 20 June 2026.Somebody had broken into Brazil’s national Civil Defence alert system and used it to send fake “Extreme Alert” notifications – the most severe category, normally reserved for warnings of imminent natural disasters – to mobile phones across at least five states, including São Paulo,…

The opinions expressed here by Trellis expert contributors are their own, not those of Trellis or its editors. Two court decisions in recent months have changed the landscape of the political battle over ESG. In February, a federal court struck down Texas’ flagship anti-ESG statute as a violation of the First and Fourteenth Amendments (American Sustainable Business Council v. Hegar). In May, the Oklahoma Supreme Court invalidated the state’s Energy Discrimination Elimination Act on fiduciary grounds. In other words, a law passed in the name of protecting pensioners from politicized investing was struck down because it harmed pensioners. The movement’s legal…