May 2026

Diagnostic-Field Variational Intelligence for Trustworthy Pneumonia Screening: A UVIF-Based Framework for Explainable and Calibration-Aware Clinical Decision Support

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Artificial intelligence systems for pneumonia detection often achieve strong predictive performance but remain insufficiently calibrated, weakly interpretable, and poorly aligned with clinically meaningful decision-support requirements. This paper presents a diagnostic-field extension of the Unified Variational Intelligence Framework (UVIF) for trustworthy and decision-centric pneumonia screening using chest X-ray imaging. The proposed framework models diagnosis as a variational process in which imaging patterns and latent feature representations are treated as diagnostic fields that must be sensed, filtered, interpreted, and evaluated […]

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Self-Evolving Agent Engineering for Healthcare: Methodologies and Applications

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Clinical large language model (LLM) agents are increasingly engineered as systems that combine a language model backbone with memory, tools, orchestration loops, and feedback mechanisms. In this setting, the key engineering question is no longer only what the backbone model can answer, but how the surrounding harness stores experience, retrieves context, orchestrates tools, and converts feedback into reusable knowledge. Existing reviews of LLM agents in healthcare primarily emphasise prompting strategies, task capabilities, and benchmark performance, leaving these harness-level […]

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NuExtract3 released: open-weight 4B VLM for Markdown, OCR and structured extraction (self-hostable) [P]

NuExtract3 released: open-weight 4B VLM for Markdown, OCR and structured extraction (self-hostable) [P]

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Disclaimer: I work for Numind, the company behind this open-weight model We just released a 4B model based on Qwen3.5-4B, under Apache-2.0 license. The goal is to make information extraction from complex documents more practical with an open model: PDFs, screenshots, forms, tables, receipts, invoices, multi-page documents, and other visually structured inputs. Try it, we have a huggingface space that is completely free (you don’t even have to sign-up): https://huggingface.co/spaces/numind/NuExtract3 If you ever used NuMarkdown, NuExtract3 is the […]

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China’s AI just mapped its entire renewable energy grid. Here’s why the rest of the world should pay attention

China’s AI just mapped its entire renewable energy grid. Here’s why the rest of the world should pay attention

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Every major economy is staring at the same problem right now. Artificial intelligence is consuming electricity at a pace that grids were never designed to handle. In the US, capacity market prices in PJM, the country’s largest grid operator, have risen more than tenfold in two years, with data-centre growth identified as a primary driver. In Europe, utilities are scrambling to upgrade transmission infrastructure fast enough to keep pace with hyperscalers’ demand. The International Energy Agency (IEA) projects […]

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OpenAI opens Singapore AI lab as IMDA updates AI framework

OpenAI opens Singapore AI lab as IMDA updates AI framework

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OpenAI will open its first Applied AI Lab outside the US in Singapore. The lab is part of a new partnership with the Ministry of Digital Development and Information. The initiative, called OpenAI for Singapore, was announced at the ATx Summit and is backed by a commitment of more than S$300 million. The lab will create more than 200 Singapore-based technical roles over the next few years. OpenAI said Singapore will also become one of its global hubs […]

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Musk and Zuckerberg convinced Trump to scrap AI executive order

Musk and Zuckerberg convinced Trump to scrap AI executive order

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The ceremony was scheduled. The CEOs were on the guest list. And then it wasn’t happening. On Thursday, US President Donald Trump scrapped a planned AI executive order, which had already been delayed multiple times, citing concerns that it might erode America’s competitive edge over China. “We’re leading China, we’re leading everybody, and I don’t want to do anything that’s going to get in the way of that lead,” Trump told reporters in the Oval Office. What he […]

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Exclusive interview: Sundar Pichai on AI's flip phone moment

Exclusive interview: Sundar Pichai on AI’s flip phone moment

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Read Online | Sign Up | Advertise Good morning, {{ first_name | AI enthusiasts }}. Google’s announcements at I/O gave us a clear picture of the company’s direction: a top-to-bottom approach to making lives easier with AI. We sat down with Sundar Pichai, CEO of Google, to understand what this shift means for creators, engineers, and everyday users — touching upon everything from YouTube to agentic coding, and why today’s AI will look like a flip phone in […]

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Steven H. Nigro: How AI Is Rewriting the Playbook for Modern Investment Banking

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Steven Nigro has experienced innovation in his career. Fax machines transmitted hand delivered documents, spreadsheets and mail became electronic, cell phones extended the business day to 24 hours, and the internet created a worldwide web of resources and communication. He graduated from college in 1982, spent four decades in finance and investment banking, and has watched each successive technology wave reshape how deals get done. None of them, in his view, comes close to what is happening now. […]

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¿Te está espiando tu coche? Esto es lo que dicen los datos

¿Te está espiando tu coche? Esto es lo que dicen los datos

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Compraste un coche. Crees que es tuyo. Pero desde el momento en que arrancas el motor, ya sea de combustión o eléctrico, el coche empieza a trabajar para otros. Registra dónde vas, a qué velocidad, cómo frenas, si llevas el cinturón puesto, con quién hablas por teléfono, qué música escuchas, dónde aparcas. Los modelos más modernos añaden además cámaras interiores capaces de analizar tu expresión facial, detectar si estás somnoliento o distraído, o identificarte biométricamente. La pregunta ya […]

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AI Marketing Doesn’t Fail Because of Tools. It Fails Because No One Owns the Coordination Layer

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Two years ago, I started integrating AI tools into marketing operations for my clients, from generative content systems and agentic lead handling to AI-assisted decision support and prompt-based workflows. The technology was exciting, vendor narratives were confident, and early experiments looked promising. After working through several client engagements, my focus shifted away from the tools themselves and toward something less visible, but far more important: the coordination role that shapes whether any of this produces real commercial outcomes. […]

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