Seeing beyond BMI: Estimating cardiometabolic risk with smartphone imagery
General Science
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MiniMax Releases MiniMax-Music3: An Open-Weights Music Model Generating Complete Five-Minute Songs From Lyrics and a Structured Caption
MiniMax launched MiniMax-Music3, an open-weights text-to-music mannequin. The mannequin takes two separate inputs: lyrics carrying part tags, and a detailed music description. It returns a full tune of as much as 5 minutes in a single technology, as 32 kHz, 16-bit stereo WAV. The structure pairs a Hybrid-LM, an 8B Global LLM with a 0.6B…
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Developing an End-to-End Document Intelligence Pipeline with docTR for OCR, Layout Analysis, KIE, Benchmarking, and Searchable PDFs
In this tutorial, we develop an end-to-end OCR workflow with docTR and discover how trendy doc understanding pipelines mix textual content detection, recognition, geometry, structure evaluation, structured extraction, and export. We generate reasonable artificial bill paperwork, load pictures and PDFs by means of DocumentFile, assemble GPU-aware OCR predictors, and benchmark completely different detection–recognition structure combos…
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Scaling Scientific R&D with AI Supercomputing Infrastructure
Pharmaceutical and life sciences enterprises have confirmed AI can enhance particular person phases of discovery, improvement, and manufacturing — however the {industry}’s legacy IT infrastructure was by no means built for frontier-scale compute. This is a structural, industry-wide constraint. The economics make the stakes clear. According to the National Institutes of Health, a discovery can…
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Moving AI from Paralysis to Production in Regulated Enterprises
This (article/interview evaluation) is sponsored by Elephant Ventures and was written, edited, and revealed in alignment with our Emerj sponsored content guidelines. Learn extra about our thought management and content material creation companies on our Emerj Media Services page. Across banking, monetary companies, and pharma, AI ambition continues to outpace AI deployment. RAND Corporation found…
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DeepSeek AI Releases DeepSeek Harness in Developer Preview: An MIT-Licensed Agent Harness Where Everything is a Plugin
DeepSeek launched DeepSeek Harness v0.1 in developer preview and printed the complete supply code beneath the MIT license. The challenge ships as dsh at deepseek-ai/deepseek-harness. A harness is the layer between a mannequin and the atmosphere it acts in — the instruments, recordsdata, sandboxes, and management loop that allow an agent hold working. DeepSeek frames…
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Training AI Models for Indoor Layout & Room Segmentation: Why High-Quality Datasets Matter
As organizations spend money on indoor scene parsing and spatial AI, a standard query emerges: Who prepares these datasets, and what does the method contain? Preparing datasets for indoor format is extra advanced than merely gathering photos. It requires a mix of semantic annotation, 3D scanning, geometric validation, metadata administration, and human high quality assurance….
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Fine-Tuning Tool-Calling LLMs: A Complete Guide Using XYZ-Aquila-SFT and Qwen3
In this tutorial, we implement an end-to-end supervised fine-tuning pipeline for the XYZ-Aquila-SFT dataset, Hugging Face Transformers, PyTorch, and PEFT. We stream and examine the dataset, parse multi-turn tool-use trajectories, extract structured instrument calls, analyze corpus traits, and protect embedded reasoning and remark patterns. We then convert instrument schemas between message-embedded and structured codecs, render…
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How to build AI in the age of collaborative coding
We’re in one of the best markets any of us have ever seen. AI is accelerating every part, and the stress to innovate sooner has gone from being a nice-to-have to being a survival requirement. The instruments are there. The query is whether or not we’re really utilizing them in a manner that serves us,…
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Samsung health AI models analyse wearable biosignal data
Samsung Research America’s Digital Health Team has introduced two AI basis models designed to be taught from wearable biosignals. The work centres on data captured by smartwatches, together with coronary heart exercise, sleep, and bodily exercise. The firm mentioned its Connected Care imaginative and prescient on the Health Forum throughout Galaxy Unpacked in July 2026….
