Latest from MIT : Why it’s critical to move beyond overly aggregated machine-learning metrics

MIT researchers have identified significant examples of machine-learning model failure when those models are applied to data other than what they were trained on, raising questions about the need to test whenever a model is deployed in a new setting. “We demonstrate that even when you train models on large amounts of data, and choose…

Latest from MIT Tech Review – The era of agentic chaos and how data will save us

AI agents are moving beyond coding assistants and customer service chatbots into the operational core of the enterprise. The ROI is promising, but autonomy without alignment is a recipe for chaos. Business leaders need to lay the essential foundations now. The agent explosion is coming Agents are independently handling end-to-end processes across lead generation, supply…

Latest from MIT Tech Review – The UK government is backing AI scientists that can run their own experiments

A number of startups and universities that are building AI scientists to design and run experiments in the lab, including robot biologists and chemists, have just won extra funding from the UK government agency that funds moonshot R&D. The competition, set up by ARIA (Advanced Research and Invention Agency), gives a clear sense of how…

Latest from MIT Tech Review – Going beyond pilots with composable and sovereign AI

Today marks an inflection point for enterprise AI adoption. Despite billions invested in generative AI, only 5% of integrated pilots deliver measurable business value and nearly one in two companies abandons AI initiatives before reaching production. DOWNLOAD THE ARTICLE The bottleneck is not the models themselves. What’s holding enterprises back is the surrounding infrastructure: Limited…

O’Reilly Media – Generative AI in the Real World: Aurimas Griciūnas on AI Teams and Reliable AI Systems

SwirlAI founder Aurimas Griciūnas helps tech professionals transition into AI roles and works with organizations to create AI strategy and develop AI systems. Aurimas joins Ben to discuss the changes he’s seen over the past couple years with the rise of generative AI and where we’re headed with agents. Aurimas and Ben dive into some…

Latest from MIT : At MIT, a continued commitment to understanding intelligence

The MIT Siegel Family Quest for Intelligence (SQI), a research unit in the MIT Schwarzman College of Computing, brings together researchers from across MIT who combine their diverse expertise to understand intelligence through tightly coupled scientific inquiry and rigorous engineering. These researchers engage in collaborative efforts spanning science, engineering, the humanities, and more.  SQI seeks…

Latest from MIT : Generative AI tool helps 3D print personal items that sustain daily use

Generative artificial intelligence models have left such an indelible impact on digital content creation that it’s getting harder to recall what the internet was like before it. You can call on these AI tools for clever projects such as videos and photos — but their flair for the creative hasn’t quite crossed over into the…

O’Reilly Media – The Problem with AI “Artists”

A performance reel. Instagram, TikTok, and Facebook accounts. A separate contact email for enquiries. All staples of an actor’s website. Except these all belong to Tilly Norwood, an AI “actor.” This creation represents one of the newer AI trends, which is AI “artists” that eerily represent real humans (which, according to their creators, is the…

O’Reilly Media – GPUs: Enterprise AI’s New Architectural Control Point

Over the past two years, enterprises have moved rapidly to integrate large language models into core products and internal workflows. What began as experimentation has evolved into production systems that support customer interactions, decision-making, and operational automation. As these systems scale, a structural shift is becoming apparent. The limiting factor is no longer model capability…

Latest from MIT Tech Review – CES showed me why Chinese tech companies feel so optimistic

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. I decided to go to CES kind of at the last minute. Over the holiday break, contacts from China kept messaging me about their travel plans. After the umpteenth “See you in…