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Science and Technology

What techniques are improving AI reliability and reducing hallucinations?

Next-Gen AI: Eliminating Hallucinations for Enhanced Reliability

Artificial intelligence systems, especially large language models, can generate outputs that sound confident but are factually incorrect or unsupported. These errors are commonly called hallucinations. They arise from probabilistic text generation, incomplete training data, ambiguous prompts, and the absence of real-world grounding. Improving AI reliability focuses on reducing these hallucinations while preserving creativity, fluency, and usefulness.Higher-Quality and Better-Curated Training DataImproving the training data for AI systems stands as one of the most influential methods, since models absorb patterns from extensive datasets, and any errors, inconsistencies, or obsolete details can immediately undermine the quality of their output.Data filtering and deduplication: By…
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What is Moltbook, the social networking site for AI bots – and should we be scared?

Moltbook Explained: The Social Site for AI Bots – A Cause for Concern?

A quiet experiment is exploring what unfolds when artificial intelligence systems engage with each other on a large scale, keeping humans outside the core of their exchanges, and its early outcomes are prompting fresh concerns about technological advancement as well as issues of trust, oversight, and security in a digital environment that depends more and more on automation.A newly introduced platform named Moltbook has begun attracting notice throughout the tech community for an unexpected reason: it is a social network built solely for artificial intelligence agents. People are not intended to take part directly. Instead, AI systems publish posts, exchange…
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How are smaller, specialized AI models competing with large foundation models?

Foundation Models vs. Specialized AI: Who Wins?

Large foundation models have dominated public attention in artificial intelligence due to their broad capabilities, massive training datasets, and impressive performance across many tasks. However, a parallel shift is underway. Smaller, specialized AI models are increasingly competitive by focusing on efficiency, domain expertise, and practical deployment advantages. Rather than replacing foundation models, these compact systems are reshaping how organizations think about performance, cost, and real-world impact.What Characterizes Compact, Purpose-Built AI ModelsSmaller, specialized models are designed with a narrow or clearly defined purpose. They typically have fewer parameters, are trained on curated datasets, and target specific industries or tasks such as…
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NASA astronaut Suni Williams retires months after return from troubled mission to orbit

NASA Astronaut Suni Williams Retires Months After Challenging Mission

After nearly three decades of service, NASA astronaut Suni Williams has announced her retirement, marking the end of a career defined by endurance, leadership, and record-setting achievements. Her final mission, an unplanned nine-month stay in orbit during Boeing’s Starliner test flight, has become a defining moment in modern space exploration.The announcement, confirmed by NASA on Tuesday, formally ends Williams’ tenure in the astronaut corps and transforms what was meant to be a short-duration test flight into her final journey to space. While the agency did not specify the precise timing behind her decision, the retirement caps a career that began…
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Fears of an AI bubble were nowhere to be found at the world’s biggest tech show

Fears of an AI bubble were nowhere to be found at the world’s biggest tech show

The 2026 Consumer Electronics Show in Las Vegas was shaped by breakthroughs in AI, humanoid robotics, and cutting‑edge devices redefining modern innovation. From large-scale robotic systems to next‑generation wearables, the event provided a glimpse into a swiftly shifting technology scene and the strategic commitments companies are placing on artificial intelligence.This year, CES not only displayed an array of devices but also underscored how AI is reshaping entire sectors, redefining products, and changing how people engage with technology. Firms worldwide unveiled their newest breakthroughs, from humanoid robots designed for industrial duties to AI-enhanced home devices, intelligent jewelry, and cutting-edge processors. Though…
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ChatGPT to start showing users ads based on their conversations

Is ChatGPT Showing Ads? Your Chats, Their Revenue

OpenAI plans to introduce advertising within ChatGPT, offering personalized promotions based on user interactions. The move marks a significant shift in how conversational AI platforms may generate revenue and interact with their users.The announcement signals a new phase for ChatGPT, which has grown rapidly as a popular tool for answering questions, assisting with work, and generating content. While OpenAI has historically relied on subscription revenue from services like ChatGPT Plus, the introduction of ads represents a broader strategy to monetize the free-tier experience.How ads will work within ChatGPTAccording to OpenAI, ads will be contextually relevant, meaning the system may show…
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Primer plano de tabletas de vitaminas amarillas dispersas sobre un fondo neutro claro.

The Value-based Care Model: Quality Up, Interventions Down

Value-based care shifts the focus of health systems from the volume of services delivered to the outcomes that matter to patients. The central premise is simple: pay for value, not for volume. That reframing affects clinical decisions, payments, measurement, and patient engagement, and it can reduce unnecessary interventions while improving quality, equity, and affordability.The meaning behind value-driven careValue-based care aims to maximize health outcomes per dollar spent by:Measuring outcomes: clinical results, functional status, patient-reported outcomes (PROMs), and experience rather than counting visits or procedures.Aligning payment: incentives that reward prevention, coordination, and outcomes (shared savings, bundled payments, capitation, pay-for-performance).Reorienting delivery: team-based…
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Apple teams up with Google Gemini for AI-powered Siri

Apple Partners with Google Gemini for AI-Powered Siri

Apple’s move to adopt Google’s Gemini artificial intelligence represents a major turning point in the way the company intends to bring sophisticated AI capabilities to millions of users around the globe.Instead of delaying progress to finalize its own large-scale model, Apple is emphasizing rapid deployment, dependable performance, and a refined user experience as it readies a long-awaited enhancement to Siri.Apple announced that it will bring Google’s Gemini AI model into the upcoming Siri update planned for later this year, with both companies jointly revealing a multi‑year deal enabling Apple to operate Gemini in combination with Google’s cloud systems to power…
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One small change in battery design could reduce fires, researchers say

Fire Prevention in Batteries: One Design Shift Makes a Difference

A safer path forward for lithium-ion batteriesGroundbreaking advances in battery chemistry are redefining the balance between safety and performance, and a novel electrolyte formulation devised by researchers in Hong Kong presents a compelling path to reducing fire hazards while keeping existing lithium-ion battery production methods intact.Lithium-ion batteries have become an invisible backbone of modern life. They power smartphones, laptops, electric vehicles, e-bikes, medical devices and countless tools that shape daily routines. Despite their efficiency and reliability, these batteries carry an inherent risk that has become increasingly visible as their use has expanded. Fires linked to lithium-ion batteries, while statistically rare,…
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Persona Sosteniendo Una Pelota Antiestrés

Decoding “Whole-Person Health” in Everyday Practice

Whole-person health is a practical orientation to care that treats people as integrated beings rather than a collection of isolated symptoms. It blends medical treatment with attention to mental, social, economic, behavioral and environmental drivers of health. In practice, whole-person health shifts systems from episodic, disease-focused encounters toward continuous, personalized partnerships that reduce suffering, improve outcomes and lower avoidable costs.Essential elements of comprehensive whole-person well-beingPhysical health: science-backed prevention, comprehensive chronic disease management, support for mobility and physical functioning, along with careful focus on sleep, diet and regular physical activity.Mental and behavioral health: consistent screening and readily available treatment for depression,…
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