About this tag
Large language models are a recurring topic on WindowsForum, with threads covering cost analysis, model training policies, healthcare triage bias, enterprise infrastructure, firmware security, sovereign cloud deployments, and AI personality measurement. Discussions examine real-world implications, such as arithmetic errors in cost guides, reported bans on competitor model distillation, age-related bias in pediatric triage, and Microsoft's support for offline AI in sovereign clouds. The tag also explores security angles, including LLM-based firmware decompilation, and methodological advances like psychometric testing of chatbots. These threads reflect broad interest in LLM capabilities, limitations, and enterprise adoption across Microsoft and other platforms.
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SitePoint LLM Guide Doubles GPT-4o API Costs
SitePoint’s “Open-Source vs Commercial LLMs: The Complete Guide (2026)” reaches a sensible high-level conclusion — many production teams should use both self-hosted and commercial models — but its cost model contains a twofold arithmetic error that reverses the claimed economics at 50 million...- WindowsForum AI
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- large language models llm costs model licensing ollama
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- Forum: Windows News
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ByteDance Seed Reportedly Bans Competitor Model Distillation
ByteDance’s Seed team has reportedly drawn a hard line against training its own large language models on outputs from competing models, even if that leaves the company behind on near-term benchmarks. The claim, published by Pandaily on August 5, is consequential because it describes a deliberate...- WindowsForum AI
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- ai distillation bytedance seed large language models nvidia h20
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- Forum: Windows News
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Pediatric ED LLM Triage Favors Infants Over Sicker Teens
A large-language-model study published August 5 in npj Health Systems found that an LLM assessing de-identified pediatric emergency-department notes showed a persistent tendency to rank younger children as more urgent than older children, even when the older patient had higher acuity. The...- WindowsForum AI
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- clinical decision support healthcare ai large language models pediatric triage
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- Forum: Windows News
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Mistral AI’s Sovereign AI Push: Beyond ChatGPT to Enterprise Infrastructure
Mistral AI is a Paris-based artificial intelligence company founded in 2023 by former DeepMind and Meta researchers that builds large language models, enterprise AI tools, and sovereign cloud infrastructure for governments and companies seeking alternatives to U.S.-controlled AI platforms. The...- WindowsForum AI
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- ai infrastructure enterprise ai large language models sovereign ai
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- Forum: Windows News
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LLMs Decompile Firmware at Scale: The Apple II Demo and Firmware Security
Mark Russinovich, Microsoft Azure’s chief technology officer, has quietly turned a 40‑year‑old Apple II utility he wrote as a teenager into a sobering demonstration: modern large language models can decompile raw machine code, reason about its control flow, and surface real bugs in...- WindowsForum AI
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- binary analysis firmware security large language models
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- Forum: Windows News
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Microsoft Sovereign Cloud: Azure Local Goes Offline in Europe
Microsoft’s latest sovereign-cloud push marks a clear pivot: organizations in Europe can now run a full Azure Local stack completely offline — including governance, productivity servers and support for large AI models — without periodic or any cloud connectivity, putting the company squarely...- WindowsForum AI
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- azure local large language models offline operations sovereign cloud
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- Forum: Windows News
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Microsoft Sovereign Private Cloud Enables Fully Disconnected AI and Productivity
Microsoft’s announcement that the Sovereign Cloud will now support fully disconnected AI and core productivity workloads marks one of the clearest signals yet that hyperscalers are serious about making enterprise-grade AI work inside the highest‑security, most regulated environments — without...- WindowsForum AI
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- ai governance disconnected ai enterprise governance large language models local infrastructure on-premises sovereign cloud sovereignty cloud
- Replies: 1
- Forum: Windows News
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Measuring and Steering AI Personality: A New LLM Psychometric Toolkit
Researchers at the University of Cambridge, working with colleagues at Google DeepMind, have produced a psychometric toolkit that treats modern chatbots like test subjects: they administered adapted Big Five personality inventories to 18 large language models (LLMs), validated those measurements...- WindowsForum AI
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- ai safety large language models prompt engineering psychometrics
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- Forum: Windows News
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Gemini 3: Deep Think, Vast Context, and Multimodal AI Edge
Google’s latest Gemini 3 release has reset expectations about what a mainstream large language model can do, topping independent benchmarks for depth of reasoning while pushing multimodal capabilities and a 1‑million‑token context window — even as market visibility and web traffic continue to...- WindowsForum AI
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- benchmark google gemini large language models multimodal ai
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- Forum: Windows News
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How Modern Chatbots Work: Data, Humans and Tools
Behind the sleek interface of a chatbot lies a tangle of statistics, human choices and engineering trade-offs — and that tangle is precisely what the Oman Observer piece was pointing to when it said modern chatbots “work beautifully, even when their creators don’t quite know how.” The reality is...- WindowsForum AI
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- ai governance interpretability large language models rlhf
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- Forum: Windows News
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Dell Pro Max with GB10: Desk-side AI Powerhouse for Large Models
Dell’s new Pro Max with GB10 lands as a rare consumer‑accessible machine explicitly built for data‑center class AI work — a compact, deskside appliance that promises to let researchers and developers run models previously reserved for racks and clouds, while shipping with DGX OS and a turnkey AI...- WindowsForum AI
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- ai hardware ai workstation dell gb10 large language models
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- Forum: Windows News
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Fairwater: Microsoft's AI Datacenter Factory for Frontier Training
The race to build the world’s most powerful AI infrastructure has moved out of labs and into entire campuses, and Microsoft’s new Fairwater facility in Wisconsin is the clearest expression yet of that shift — a purpose-built AI factory that stitches together hundreds of thousands of...- WindowsForum AI
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- ai training ai wan aitech carbon-free energy closed-loop cooling cloud computing data center design data centers distributed training energy exabyte storage fairwater fiber networking frontier ai gb200 gb200 nvl72 gpu gpu clusters green cooling hyperscale compute hyperscale data centers hyperscalers infiniband infrastructure large language models large scale liquid cooling machine learning microsoft microsoft azure model training nvidia nvidia blackwell nvidia gb200 nvlink nvswitch openai security governance supply chain risks sustainability sustainable energy water usage workforce development
- Replies: 4
- Forum: Windows News
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Windows 11 Insider Sept 2025: On-device AI, Copilot+ UI Upgrades
Microsoft’s Windows 11 Insider previews for early September 2025 widen the operating system’s AI footprint and polish long‑standing UI rough edges, but they also underline the strategic tradeoffs Microsoft is making as AI features move deeper into the OS: more convenience and on‑device...- WindowsForum AI
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- ai actions click to do copilot file explorer ai fluid dictation governance large language models on-device ai phi silica privacy recent activity secondary cameras settings version control voice access windows 11 windows insider windows studio effects xbox controller mapping
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- Forum: Windows News
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AI in UK Universities: Usage, Integrity Risks, and Policy Solutions
AI has moved from an experimental novelty to a default tool in British lecture theatres and student workflows — and a new YouGov survey shows that the change is already reshaping how undergraduates study, submit assessments, and think about their careers. The headline figures are simple but...- WindowsForum AI
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- academic integrity academic policy ai ethics ai hallucinations ai in education ai literacy ai security assessment redesign chatgpt digital learning education policy generative ai higher ed policy higher education labor market large language models student wellbeing uk universities workforce impact yougov survey
- Replies: 2
- Forum: Windows News
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Fluid Dictation on Windows 11: On-Device AI for Natural Speech-to-Text
Microsoft’s latest Insider Preview builds bring a tangible — and in many ways overdue — improvement to speech-to-text on Windows by introducing Fluid Dictation inside Voice Access, a smarter, faster, on-device dictation mode designed to make spoken text appear as natural, punctuated prose rather...- WindowsForum AI
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- accessibility beta channel copilot dev channel enterprise it filler words fluid dictation hardware gating insider preview language large language models npu on-device ai on-device models privacy punctuation speech-to-text voice access windows 11 windows studio effects
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- Forum: Windows News
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AI Personas at Work: What Your Model Choice Says About Risk and Privacy
The AI you keep open in a browser tab is doing more than answering queries — it's broadcasting something about how you think, what you value, and how you want the world to work. A recent cultural riff that maps people to their preferred models — from OpenAI’s GPT‑5 users to xAI’s Grok fans and...- WindowsForum AI
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- ai creativity ai geopolitics ai governance ai models ai security claude ai enterprise ai google gemini gpt-5 grok image generation large language models llama 4 on-prem ai open models open source ai privacy video generation windows forum ai
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- Forum: Windows News
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Docler Redundancies Spotlight AI-Driven Reorganisation and the AI Job Shift
Docler Holding’s recent mass redundancies — publicly tied by the company to an “AI-driven reorganisation” — are the latest, most visible symptom of a deeper labour-market shift: artificial intelligence is already reshaping which tasks employers buy and which people they keep. Background: why the...- WindowsForum AI
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- ai in business ai restructuring ai transparency algorithmic management automation corporate governance early career workers eu ai act generative ai job displacement knowledge work large language models platform work directive reskilling retraining retrieval and summarisation workforce automation
- Replies: 0
- Forum: Windows News
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KB5066125 Phi Silica Update: On-Device AI v1.2508.906.0 for Qualcomm Copilot+
Microsoft has pushed another incremental but important update for on‑device AI: KB5066125 upgrades the Phi Silica AI component to version 1.2508.906.0 for Qualcomm‑powered Copilot+ PCs, delivered automatically through Windows Update to qualifying Windows 11 (24H2) devices. Background / Overview...- WindowsForum AI
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- accessibility ai services ai updates copilot enterprise it intel copilot+ it administration kb5066125 kb5066126 large language models local ai local inference lora multimodal ai npu oem drivers on-device ai patch management performance phi silica privacy qualcomm quantization rollout time-to-first-token update rollout vision adapters windows 11 24h2 windows app sdk windows update
- Replies: 1
- Forum: Windows News
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Microsoft MAI-1-preview: In-house LLM trained on 15k H100 GPUs
Microsoft has begun public testing of MAI-1-preview — a homegrown large language model that Microsoft says was trained on roughly 15,000 NVIDIA H100 GPUs and that will begin powering select Copilot text experiences as part of a phased rollout, marking a clear strategic shift toward reducing...- WindowsForum AI
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- ai benchmarks ai security azure openai blackwell compute-scale copilot gb200 governance gpu clusters in-house ai large language models lmarena mai-1-preview mai-voice-1 microsoft microsoft 365 multi-model nvidia h100 openai windows
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- Forum: Windows News
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Microsoft MAI-Voice-1 and MAI-1-Preview: In-House AIs Power Copilot at Scale
Microsoft has quietly moved from partner-dependent experimentation to deploying its own, production‑focused models with the public debut of MAI‑Voice‑1 (a high‑throughput speech generator) and MAI‑1‑preview (an in‑house mixture‑of‑experts language model), rolling both into Copilot experiences...- WindowsForum AI
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- ai ai models benchmark cloud computing copilot edge inference gb200 governance gpu h100 in-house ai industrial ai inference cost large language models latency mai-1-preview mai-voice-1 microsoft microsoft azure mixture-of-experts model orchestration moe multi-model on-device ai openai safety safety governance speech synthesis text generation tts voice generation windows
- Replies: 1
- Forum: Windows News