Differences between transformer-based AI and the new generation of AI models

Differences between transformer-based AI and the new generation of AI models

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I frequently refer to OpenAI and the likes as LLM 1.0, by contrast to our xLLM architecture that I present as LLM 2.0. Over time, I received a lot of questions. Here I address the main differentiators. First, xLLM is a no-Blackbox, secure, auditable, double-distilled agentic LLM/RAG for trustworthy Enterprise AI, using 10,000 fewer (multi-)tokens, no vector database but Python-native, fast nested hashes in its original version, and no transformer to generate the structured output to a prompt. […]

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Rights Organizations Demand Halt to Mobile Fortify, ICE’s Handheld Face Recognition Program

Rights Organizations Demand Halt to Mobile Fortify, ICE’s Handheld Face Recognition Program

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Mobile Fortify, the new app used by Immigration and Customs Enforcement (ICE) to use face recognition technology (FRT) to identify people during street encounters, is an affront to the rights and dignity of migrants and U.S. citizens alike. That’s why a coalition of privacy, civil liberties and civil rights organizations are demanding the Department of Homeland Security (DHS) shut down the use of Mobile Fortify, release the agency’s privacy analyses of the app, and clarify the agency’s policy […]

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The cost of thinking

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Large language models (LLMs) like ChatGPT can write an essay or plan a menu almost instantly. But until recently, it was also easy to stump them. The models, which rely on language patterns to respond to users’ queries, often failed at math problems and were not good at complex reasoning. Suddenly, however, they’ve gotten a lot better at these things. A new generation of LLMs known as reasoning models are being trained to solve complex problems. Like humans, […]

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A new model predicts how molecules will dissolve in different solvents

A new model predicts how molecules will dissolve in different solvents

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Using machine learning, MIT chemical engineers have created a computational model that can predict how well any given molecule will dissolve in an organic solvent — a key step in the synthesis of nearly any pharmaceutical. This type of prediction could make it much easier to develop new ways to produce drugs and other useful molecules. The new model, which predicts how much of a solute will dissolve in a particular solvent, should help chemists to choose the […]

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After Years of Controversy, the EU’s Chat Control Nears Its Final Hurdle: What to Know

After Years of Controversy, the EU’s Chat Control Nears Its Final Hurdle: What to Know

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After a years-long battle, the European Commission’s “Chat Control” plan, which would mandate mass scanning and other encryption-breaking measures, at last codifies agreement on a position within the Council of the EU, representing EU States. The good news is that the most controversial part, the forced requirement to scan encrypted messages, is out. The bad news is there’s more to it than that. Chat Control has gone through several iterations since it was first introduced, with the EU […]

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Digital Assets Forum Expands to Two Days in London

Digital Assets Forum Expands to Two Days in London

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London, UK – February 5-6, 2026 — The third edition of the Digital Assets Forum (DAF), organized by the European Blockchain Convention (EBC), will take place at Convene, 133 Houndsditch, in the heart of London’s financial district. After two sold-out, one-day editions, the forum now expands to two full days, reflecting accelerating institutional adoption and London’s strategic position as Europe’s capital markets hub for digital assets. DAF3 will gather leading figures from asset management, family offices, banks, hedge […]

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