Computer vision automates surface defect inspection by using object detection models to instantly locate and classify visual irregularities across manufactured materials like wood, metal, and glass. By combining a custom RF-DETR model with automated grading logic in Roboflow Workflows, quality teams can instantly categorize product health, log inspection events, and confidently route or reject defective…
Video has become one of the most popular mediums for information sharing. Yet, the language distribution of popular video contents on the internet does not necessarily reflect the diversity of global audiences. For example, a prior study found that 66% of videos from the top 250 YouTube channels are in English, while Spanish, the second…
Molecular dynamics (MD) simulations are among the most demanding workloads in computational science. Using them, researchers can observe atomic behavior in extraordinary detail, from protein folding to drug and materials discovery. But they come at a steep cost. Simulations model hundreds of thousands to tens of millions of atoms, advancing femtoseconds per step across billions…
Independent healthcare practices have long served as the backbone of patient-centered care. They offer continuity, accessibility, and strong community relationships that larger health systems often struggle to replicate. Yet today, many independent practices are facing a convergence of challenges that threaten their long-term viability. Rising operating costs, persistent staffing shortages, increasingly complex regulatory requirements, and…
Carolyn Geason-Beissel/MIT SMR | Getty Images Summary: Companies want to harness insights about customers from a wide variety of places. Generative AI tools can help in new ways, but some classic knowledge management obstacles remain. Here’s what customer and market insight leaders at companies like P&G, PepsiCo, and Novartis have learned about getting the best…
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Providing new places to generate music High-quality music generation should be accessible wherever creativity happens. Whether you are an app developer, a business or music professional, or a creator, these integrations allow you to use Lyria’s advanced musical awareness to scale your production. Vertex AI: Lyria 3 Pro is now in public preview on Vertex…
This post was co-written with Daniel Han and Michael Han from Unsloth. Deploying large foundation models (FMs) stored at their original 16-bit floating-point precision (BF16 or FP16) is expensive. They need large GPU instances, driving up serving costs, and slowing down iteration cycles. Quantization addresses this by reducing the numerical precision of a model’s weights…
Chris Bevil, Principal, Global Cyber Resilience & AI, Commvault Healthcare remained one of the most targeted sectors for ransomware in 2025, accounting for 22% of disclosed attacks in one widely cited industry analysis. More broadly, 93% of healthcare organizations reported at least one cyberattack in the past 12 months. As of the end of 2025,…
As agentic AI accelerates enterprise transformation, data sovereignty is crystallizing from a compliance checkbox into a foundational strategic imperative — one that determines not just where data lives, but who captures the economic value it generates. The debate is particularly acute in Europe, where nations are pressing to retain both data residency and the commercial…