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Actions Speak Louder Than Prompts: LLMs Graph Inference with Graph-as-Code
Microsoft Research’s new large-scale study reframes a simple but powerful idea: when LLMs work over graph-structured data, how they are allowed to act matters at least as much as what prompts you feed them. Background Graph-structured data underpins many modern productivity and enterprise...- ChatGPT
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- ai agents graph as code graph inference llms
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- Forum: Windows News
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Handwritten Note Taking Outperforms LLM for 3-Day Retention in Classrooms
A controlled classroom experiment from Cambridge University Press & Assessment and Microsoft Research confirms a clear — and reassuring — headline for teachers and technologists alike: handwritten note‑taking produces stronger three‑day retention and comprehension than relying on a large...- ChatGPT
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- classroom llms note-taking retention
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- Forum: Windows News
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Note Taking Beats LLM Alone: Hybrid Learning Wins in Classrooms
A randomized classroom experiment by Cambridge University Press & Assessment and Microsoft Research confirms a simple but crucial point for educators: traditional note‑taking still outperforms using a large language model (LLM) alone for long‑term comprehension and memory, while LLMs can be a...- ChatGPT
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- education technology hybrid learning llms note-taking
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- Forum: Windows News
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Self-host a ChatGPT style assistant on Windows with LM Studio and open weights
Self‑hosting a ChatGPT‑style assistant on a Windows PC is no longer an arcane hobby project — a growing toolchain (LM Studio, Ollama and a raft of open‑weight models) makes local LLMs practical for power users, hobbyists, and small teams who want control, privacy, and lower ongoing costs than...- ChatGPT
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- llms lm studio open weights windows
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- Forum: Windows News
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Nebius Token Factory: Open Model Platform for Production LLMs at Scale
Nebius’ Token Factory arrives as a bold gambit in the intensifying AI cloud race, promising enterprises an end-to-end platform to run and govern open-source and custom large language models (LLMs) at production scale while directly challenging industry giants such as Microsoft Azure, Amazon Web...- ChatGPT
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- enterprise governance gpu cloud llms open models
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- Forum: Windows News
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Airo: Azure Native Enterprise AI Workspace for Production Ready LLM Workloads
Quisitive’s new Airo workspace aims to solve one of enterprise AI’s most stubborn problems: too many pilots and too few production deployments. Announced October 16, 2025, Airo is offered as a governed, tenant‑deployed AI workspace built on Microsoft Azure and bundled into Quisitive’s Managed AI...- ChatGPT
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- azure ai workspace enterprise governance llms pilot to production
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- Forum: Windows News
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ADMANITY Toaster Test: Is an Emotional AI Layer for LLMs Real?
ADMANITY’s claim that Microsoft Copilot “passed” its so‑called Toaster Test—a zero‑shot experiment the company says converts dry product copy into emotionally persuasive, sales‑oriented language—has rippled through press‑release syndication networks this autumn. The story is simple on its face...- ChatGPT
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- advertising ethics emotional ai llms toaster test
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- Forum: Windows News
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AI Adoption Surges: Anthropic Index Maps Claude Use & Multi-Model Copilot
Anthropic’s latest public dataset and a fresh wave of industry reporting make one thing uncomfortably clear: artificial intelligence is not drifting into the mainstream — it’s charging in, and its adoption pattern is already reshaping who benefits and who lags behind. The company’s September 15...- ChatGPT
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- ai adoption ai-inequality anthropic anthropic economic index automation claude ai claude code cloud computing copilot data security digital divide enterprise ai geography-ai global-usage governance llms microsoft microsoft 365 multi-model tech ecosystem
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- Forum: Windows News
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NFL Week 3 AI Predictions: Copilot Picks, Limits, and Editorial Transparency
Microsoft’s Copilot produced a full Week 3 slate of NFL score predictions for USA TODAY — a tidy, repeatable experiment that reveals as much about modern large language models as it does about football forecasting. Background / Overview USA TODAY ran a simple, repeatable workflow: prompt...- ChatGPT
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- ai in newsroom ai in sports copilot data freshness editorial review editorial transparency explainable ai interpretability large language models llms monte carlo nfl predictions nfl week 3 predictive analytics probabilistic forecasting roster data accuracy sports analytics sports betting ai usa today
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- Forum: Windows News
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Xbox Exec AI Advice After Microsoft Layoffs Sparks Debate on AI-Driven Transitions
The image of a senior Xbox producer advising laid-off colleagues to “lean on AI” for emotional support crystallized a moment that many in tech already felt: the tools companies are using to reshape work are now being pitched as a balm for the wounds they helped inflict. Within hours of a...- ChatGPT
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- ai ethics ai infrastructure change management chatgpt cloud computing copilot corporate communication data centers journalism-credibility layoffs leadership llms microsoft outplacement reskilling tech ethics transparent-communication workforce-reshaping xbox xbox game studios
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- Forum: Windows News
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Waitaki District Council's AI rollout: human-first governance for public service
Waitaki District Council’s cautious, staff-first rollout of generative AI shows how a small public body can harness large language models for practical gains—while keeping human judgment, privacy safeguards and governance firmly in the driver’s seat. The council’s chief digital officer, Teresa...- ChatGPT
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- ai governance ai in government auditing claude ai consultation copilot cross-functional teams document summarization dpia enterprise ai governance group human in the loop licensing llms plain language privacy productivity risk management transparency waitaki district council
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- Forum: Windows News
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Verifying HR AI: Evidence-Based Cloud Copilots Redefine Human Resources
When a headline promises a human-centred revolution — "Reimagining the Human Element: How Sarala Nishank Pathi Is Revolutionizing HR with AI and Cloud Intelligence" — readers expect a clear trail of evidence: projects, customers, timelines, technical details and measurable outcomes. The original...- ChatGPT
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- ai governance ai in hr bias-audits case studies cloud copilot cloud intelligence dpia enterprise ai hr automation hr technology human resources ai human resources copilots independent validation llms microsoft copilot people analytics privacy roi workforce analytics
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- Forum: Windows News
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Ollama on Windows 11: Native App vs. WSL for Local LLMs
Ollama running on Windows 11 is a near-effortless way to host local large language models, and for most users the native Windows app is the fastest path from download to chat — but for developers, researchers, and GPU tinkerers, installing the Linux build inside WSL (Windows Subsystem for Linux)...- ChatGPT
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- cuda gpu acceleration gui-vs-cli llm models llms model-storage nvidia ollama on-device ai parity-performance systemd support ubuntu virtualization vmmem windows 11 workflow wsl wsl2 wslconfig
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- Forum: Windows News
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FreeBSD AI policy: cautious stance on AI-generated code and governance
FreeBSD’s core team has decided to take a cautious, deliberate path on generative AI: investigate and codify limits rather than open the gates to LLM‑authored commits, and in doing so it has joined a short but growing list of major open‑source projects that are treating AI‑generated code as a...- ChatGPT
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- ai coding ai in windows ai regulation bhyve bsdcan code review computer safety docs translation freebsd gentoo governance-standards licensing llms netbsd open source governance package management pkgbase provenance unix
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- Forum: Windows News
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Hotels at the AI Crossroads: Guarding Guest Data Without Stifling Innovation
Hotels face a crossroads: artificial intelligence promises smarter personalization and leaner operations, but when guest names, preferences or booking histories are casually copy-pasted into public chatbots the consequences can be legal, financial and reputational — as Amsterdam-based middleware...- ChatGPT
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- ai cdp copilot data residency data security dlp enterprise ai gdpr governance guest-data hospitality hotel llms middleware privacy prompt injection risk management shadow ai siem
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- Forum: Windows News
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Phi Silica on AMD: Local Copilot+ Update to 1.2508.906.0 (KB5066127)
Microsoft’s latest component update for Copilot+ PCs quietly advances the on‑device AI stack: KB5066127 raises the Phi Silica local language model on AMD‑powered systems to version 1.2508.906.0, delivered automatically through Windows Update and gated by the latest Windows 11, version 24H2...- ChatGPT
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- ai components amd cloud upload copilot drivers and firmware fragmentation kb5066127 latency llms multimodal ai npu on-device ai phi silica privacy release information rollout windows 11 24h2 windows app sdk windows update
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- Forum: Windows News
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Microsoft Tests MAI-1-Preview: In-House LLM for Copilot and AI Independence
Microsoft has begun public testing of MAI‑1‑preview, a new in‑house large language model from Microsoft AI (MAI) that the company says will be trialed inside Copilot and evaluated publicly on LMArena — a move that signals an accelerated push to reduce reliance on OpenAI while building...- ChatGPT
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- ai benchmarks ai diversification ai security ai strategy cloud ai copilot enterprise ai foundation models gb200 gb200 cluster in-house ai llms lmarena mai-1-preview mai-voice-1 microsoft mixture-of-experts moe nvidia h100 openai
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- Forum: Windows News
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ND H200 v5 on Azure ML: Memory-First AI Training with 8x H200 GPUs
Microsoft’s rollout of ND H200 v5 instances for Azure Machine Learning is a substantial, full‑stack upgrade that pairs Microsoft’s cloud orchestration with NVIDIA’s newest H200 Tensor Core GPUs to give teams a rare combination of massive on‑GPU memory, dense compute, and high‑bandwidth...- ChatGPT
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- autoscaling azure ai azure integration deepspeed distributed training gpudirect-rdma hbm3 memory hpc infiniband jax llms memory-first multimodal ai nccl nd-h200-v5 nvidia-h200 nvlink pytorch tensorflow triton
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- Forum: Windows News
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Copilot vs Local LLMs for Web Summaries: Speed, Privacy, Tradeoffs
A recent hands‑on experiment that tried to replace Microsoft Copilot’s web‑page summarization with a fully local stack — Ollama running local models and the Page Assist browser sidebar — ended with a clear, practical verdict: Copilot still delivers the faster, more polished experience for...- ChatGPT
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- ai browser ai experiments copilot data sovereignty document summarization edge gpt-oss hybrid workflows llms model latency ollama open-source models page assist privacy rag windows windows central
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- Forum: Windows News
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Is ChatGPT a Microsoft Product? OpenAI Owns the Tech, Copilot Integration Explained
ChatGPT is not a Microsoft product — it was created and is operated by OpenAI — but the relationship between the two companies is deep, strategic, and increasingly intertwined, which explains why ChatGPT often feels like a Microsoft feature inside Windows, Edge, Bing, and Microsoft 365. tl agent...- ChatGPT
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- ai governance ai integration bing chatgpt cloud licensing copilot data governance edge enterprise ai github copilot llms microsoft microsoft 365 microsoft azure multi-cloud openai openai alternatives openai partnership vendor lock-in
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- Forum: Windows News