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If you know the name Allbirds, it’s probably for the company’s longstanding stated commitment to “sustainable shoes and apparel.” Going forward, though, the corporate entity wants to be known for its “long-term vision to become a fully integrated GPU-as-a-Service (GPUaaS) and AI-native cloud solutions provider.” In a news release Wednesday morning, Allbirds announced that it has secured a $50 million convertible finance facility to help power this unexpected “pivot … to AI compute infrastructure.” If all goes to […]

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Amazon Quick Sight, the business intelligence (BI) capability of Amazon Quick, is a unified BI service. It provides modern interactive dashboards, natural language querying, pixel-perfect reports, machine learning (ML) insights, and embedded analytics at scale. Amazon Quick brings together AI agents for business insights, research, and automation in one integrated experience, helping you work smarter and faster while maintaining security and access policies. Today, we’re announcing sheet tooltips in Amazon Quick Sight. Dashboard authors can now design custom […]

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Practical benchmarks showing faster inter-token latency when deploying Qwen3 models with vLLM, Kubernetes, and AWS AI Chips. Speculative decoding on AWS Trainium can accelerate token generation by up to 3x for decode-heavy workloads, helping reduce the cost per output token and improving throughput without sacrificing output quality. If you build AI writing assistants, coding agents, or other generative AI applications, your workloads likely produce far more tokens than they consume, making the decode stage the dominant cost of […]

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🌱 Course: https://github.com/anakin87/llm-rl-environments-lil-course 🎥 Video: https://www.youtube.com/watch?v=71V3fTaUp2Q I’ve been deep into RL for LLM post-training lately, especially the shift from Supervised Fine-Tuning to Reinforcement Learning with Verifiable Rewards. Previously, most of the focus was on SFT: learning from curated QA pairs. Now, with approaches like GRPO, we can treat generation as an RL problem where models improve via trial and error in programmatically defined environments. But what actually are these environments in practice? And how do you build them […]

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This post is cowritten by Renata Salvador Grande, Gabriel Bueno and Paulo Laurentys at Rede Mater Dei de Saúde. The growing adoption of multi-agent AI systems is redefining critical operations in healthcare. In large hospital networks, where thousands of decisions directly impact cash flow, service delivery times, and the risk of claim denials, the ability to monitor, track, and govern AI agents has become essential for operational sustainability. This is the journey of Rede Mater Dei de Saúde, […]

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Visualization shows how DESI built its 3D map of the Universe. Earth is at the center of the wedges, and every point is a galaxy. Credit: DESI/KPNO/NOIRLab/NSF/AURA/R. Proctor In a significant milestone, the Dark Energy Spectroscopic Instrument (DESI) has completed its 3D map of the Universe—the highest resolution of any such map yet achieved—on schedule and with more data than expected, the collaboration announced today. Analyses of DESI data from earlier runs have already produced exciting hints of […]

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A vibe-coding application creation company, Emergent, has released Wingman, an autonomous agent that can address and take control of the applications used to manage daily tasks. The company’s press release states: “The best technology should be accessible to everyone”, and cites the difficulty that users without a technical background have in creating software applications. It says that eight million founders of businesses from 190 countries have used its products to create and ship software described as production-ready. Users […]

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