About this tag
On-device processing refers to AI computations performed locally on a device rather than in the cloud. Discussions on WindowsForum.com cover how this approach powers features like Copilot Voice and Vision on Windows 11 PCs, enabling real-time conversational AI and visual analysis without constant internet connectivity. The Image Transform AI module for Copilot+ PCs uses on-device processing for generative fill and background edits. Beyond Windows, on-device processing appears in smartphone AI for battery optimization, call filtering, and photo enhancement, as well as in Samsung TVs for vision and audio features. A recurring theme is the balance between local processing for privacy and responsiveness versus cloud-backed capabilities for more complex tasks.
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Hidden Smartphone AI: Battery, Calls, Photos, and the Trust Gap
Your smartphone is using artificial intelligence far more often than most people realize, and that matters because the biggest AI shift on phones is not always the flashy chatbot prompt or image generator. It is the quiet, background AI that smooths battery life, filters calls, improves photos...- WindowsForum AI
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- battery optimization camera ai on-device processing smartphone ai
- Replies: 0
- Forum: Windows News
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Windows Copilot creates Word Excel PowerPoint and PDFs from chat
Microsoft’s Copilot on Windows has taken a decisive step from chat assistant to document workhorse: the Copilot app can now generate Word documents, Excel spreadsheets, PowerPoint presentations and PDFs directly from a chat session, and it can link to personal email and cloud accounts so it can...- WindowsForum AI
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- academic pricing adoption benchmarks agent mode agentic automation ai assistant ai in education ai pcs ai productivity ai training ireland ai-powered pcs automation connectors copilot copilot actions copilot education copilot vision copilot voice cross account connectors data security desktop automation diploma program document creation document export enterprise governance enterprise it enterprise security governance insider preview it governance lms integration microsoft copilot multimodal ai npu acceleration office agent office exports on-device processing privacy privacy governance prompt engineering security vision ai vision technology viva insights voice assistant windows 11 windows 11 copilot
- Replies: 19
- Forum: Windows News
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Windows 11 Copilot Voice and Vision Now on All PCs
Microsoft has pushed a major Copilot update that brings Copilot Voice and Copilot Vision to every Windows 11 PC, removing the feature gap that previously segmented capabilities between Copilot+ machines with dedicated NPUs and the broader installed base of Windows 11 systems. Background...- WindowsForum AI
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- ai in windows copilot vision on-device processing privacy
- Replies: 0
- Forum: Windows News
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Samsung Vision AI Companion: A Shared Multimodal AI for Smart TVs
Samsung used IFA in Berlin to make the living room more than a screen — it announced Vision AI Companion, a unified, multimodal AI layer for its 2024–2025 TVs and smart monitors that folds advanced on‑device vision and audio features together with cloud‑backed generative agents such as Microsoft...- WindowsForum AI
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- active voice amplifier ai companions ai upscaling ai wallpapers cloud ai copilot edge google gemini ifa 2025 live translate living room ai multi-agent systems multi-user on-device processing perplexity privacy samsung smart monitors tizen os vision ai
- Replies: 0
- Forum: Windows News
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Copilot on Samsung 2025 TVs: Vision AI Brings AI to the Big Screen
Samsung and Microsoft have agreed to bring Microsoft Copilot — the company’s generative AI assistant — to Samsung’s 2025 TVs and Smart Monitors, folding natural‑language AI into large displays via Samsung’s new Vision AI framework and a Copilot web experience built into the screens. This move...- WindowsForum AI
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- 2025 neo qled 2025 products 2025 tvs accessibility account security actor lookups ai assistant ai avatars ai on tv ai privacy ai productivity ai surfaces ambient ai animated assistance animated avatar app integration avatar avatar ui big screen experience big-screen ai caption click to search cloud ai cloud copilot cloud gaming cloud processing cloud productivity cloud reasoning cloud vs on-device ai cloud-based reasoning cloudedge hybrid code-based sign-in collaborative home ai content discovery content discovery tv content recaps contextual search conversational ai conversational search copilot copilot memory copilot on tv copilot tv couch-first ux cross device ai cross-device cross-device continuity cross-device memory cross-platform daily+ hub data retention data security device privacy device sharing edge inference entertainment and smart home entertainment discovery entertainment technology firmware gaming generative wallpaper glanceable cards gpt-5 group recommendations group ux group viewing group-watching home automation home entertainment home entertainment ai home office ai home security home theater home theater ai hybrid ai hybrid architecture hybrid cloud hybrid edge cloud ai hybrid processing hybrid work in-house ai iot security knox matrix knox vault language accessibility large cards ui lip-sync avatar lip-synced avatar live translate live translate subtitles live translate tv live translate vision ai living room living room ai living room tech llm on tv m7 m7 monitor m7m8m9 m8 m8 monitor m9 m9 monitor market rollout memory memory features memory personalization memory privacy micro led microsoft microsoft 365 microsoft account microsoft copilot multi-turn multi-turn conversations multi-turn-search multi-user multi-user personalization multi-user privacy multimodal ai multimodal interaction neo qled neo qled 2025 oled 2025 oled display oled tvs on screen productivity on-device ai on-device processing on-screen assistance on-screen avatar on-screen cards personalization phase rollout platform openness post-watch deep dives postwatch privacy privacy and accounts privacy telemetry privacy tradeoffs productivity productivity on big screen progressive web apps qr sign-in real-time subtitles real-time translation regional availability regional rollout remote activation samsung samsung 2025 tvs samsung copilot samsung daily+ screen as control center security security best practices shared living room shared viewing sign in sign-in and memory smart home smart monitors smart monitors copilot smart monitors m7 m8 m9 smart tv smart tv privacy smartthings smartthings integration spoiler safe spoiler-free spoiler-free recaps spoilerrecap streaming discovery streaming recommendations telemetry television the frame the frame pro tizen os tizen ui translation tv app tv productivity tv ui remote tv ux tv ux design tv-assistant tvs ui for distance readability upscaling ux design vision ai visual cards voice ai voice assistant voice first voice ui voice-first tv
- Replies: 48
- Forum: Windows News
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AI Agents Reimagine Spreadsheets: Shortcut as End-to-End Excel
Fundamental Research Labs’ new product, Shortcut, has forced a familiar office question into the open: if spreadsheets can be written, audited, and modeled by agentic AI from a single natural-language prompt, does anybody still need to open Excel every day? Background Fundamental Research Labs...- WindowsForum AI
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- ai ai in office ai investment auditability claude ai data extraction dcf modeling enterprise saas excel alternative financial modeling microsoft copilot monte carlo simulations multi-agent orchestration on-device processing privacy provenance regulatory compliance shortcut product spreadsheet automation task orchestration
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- Forum: Windows News
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Copilot+ Windows 11 Image Transform AI Update KB5065502 1.2507.797.0
Microsoft has pushed a quiet but consequential component update to the Image Transform AI module — KB5065502 — which delivers Image Transform version 1.2507.797.0 to Copilot+ PCs running Windows 11, version 24H2, replacing the prior 1.2507.793.0 release and installing automatically through...- WindowsForum AI
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- 1.2507.797.0 24h2 ai components ai ecosystem ai hardware automatic distribution component updates copilot copilot+ pcs enterprise it generative fill image editing image processing ai kb5065502 npu object removal on-device ai on-device processing patch management photos app prerequisites privacy update history version control windows 11 windows update
- Replies: 1
- Forum: Windows News
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Microsoft Copilot Vision: Transforming Windows with AI-Powered Visual Assistance
Microsoft’s continual drive to integrate advanced artificial intelligence into Windows has taken a significant leap with the recent announcement of Copilot Vision, an expansive new feature designed to transform how users interact with their PCs. Emerging at a pivotal moment in AI-driven personal...- WindowsForum AI
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- accessibility ai assistant ai in windows artificial intelligence content curation copilot vision digital workflow future of computing image editing microsoft multimodal ai on-device processing privacy productivity tools regulatory compliance remote collaboration screen interaction visual analysis visual intelligence
- Replies: 0
- Forum: Windows News
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Windows 11 Introduces Seamless On-the-Fly Image Compression in Share UI
Windows 11 is quietly transforming how users handle digital photos, and its latest preview feature underlines Microsoft's commitment to frictionless, user-centric innovation. Not so long ago, compressing image files on Windows usually required a third-party application or the tedious intricacies...- WindowsForum AI
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- digital photos digital workflow file size reduction image compression image editing image optimization insider program mobile productivity on-device processing os features photo management photo sharing photo workflow privacy tech innovation user experience windows 11 windows update
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- Forum: Windows News
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Microsoft Photos App Gets AI-Powered Relight and Semantic Search on Windows Copilot+ PCs
The rapid evolution of artificial intelligence continues to reshape even our everyday desktop experiences, and few tools exemplify this trajectory more clearly than the latest update to the Microsoft Photos app for Windows Insiders. As of this week, select users running Copilot+ PCs — notably...- WindowsForum AI
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- ai creativity ai photo editing ai privacy ai updates copilot+ pcs digital creativity enterprise ai generative ai microsoft photos on-device ai on-device processing photo management relight feature semantic search vision ai windows 11 windows ecosystem windows insider
- Replies: 0
- Forum: Windows News
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Windows 11 Insider Features “Hey, Copilot” Wake-Word for Privacy-Focused Voice Control
The arrival of “Hey, Copilot” wake-word support in Windows 11 Insider builds marks a significant leap in Microsoft’s ambitions to make voice interaction a core part of the modern PC experience. For users running the Copilot app version 1.25051.10.0 (or newer) with the system language set to...- WindowsForum AI
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- accessibility ai integration cloud vs local ai digital assistant hey copilot microsoft ai on-device processing privacy smart pc speech recognition system privacy tech innovation user experience voice activation voice control voice security wake word technology windows 11 windows insider
- Replies: 0
- Forum: Windows News
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Microsoft Launches 'Hey Copilot' Voice Activation on Windows 11: A Privacy-Focused AI Revolution
Windows users have witnessed a steady evolution in voice-assistant technology—from the limited, at times inconsistent, capabilities of Cortana, Microsoft's now-retired digital assistant, to the prominence of AI-driven conversational interfaces. Now, with its latest experiment, Microsoft is...- WindowsForum AI
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- accessibility ai assistant ai integration artificial intelligence digital assistant hey copilot microsoft copilot on-device processing privacy productivity tools speech recognition tech innovation user experience voice activation voice control windows 11 windows features windows insider
- Replies: 0
- Forum: Windows News
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Windows 11 Copilot Gets Press to Talk: The Future of Hands-Free AI Assistance
Fans of Microsoft’s Copilot AI on Windows 11 are in for a treat: recent developments, now rolling out to Windows Insiders, are about to streamline and enhance the way you interact with your artificial intelligence assistant. With the introduction of the Press to Talk feature, Copilot is finally...- WindowsForum AI
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- accessibility ai ai assistant ai computing ai deployment ai features ai in windows ai integration ai platforms ai privacy ai productivity ai-powered pcs artificial intelligence cloud ai cloud processing computing trends conversational ai copilot cortana replacement customization digital assistance digital assistant edge enterprise security future of ai future of computing future of windows generative ai hands-free computing hands-free control hardware hey copilot hotkeys human-computer interaction insider preview microsoft microsoft ai microsoft copilot microsoft technologies natural interaction natural language processing on-device ai on-device listening on-device processing powertoys press to talk privacy productivity productivity tools remote work security shortcuts smart devices smart pc speech recognition tech innovation tech news user experience virtual assistant voice activation voice ai voice assistant voice commands voice control voice privacy voice technology voice wake word windows windows 11 windows insider windows productivity windows update
- Replies: 9
- Forum: Windows News
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Microsoft Pushes Boundaries with 'Hey, Copilot!': The Future of Voice-Activated AI on Windows
The quiet evolution of Windows continues to reshape how millions interact with their PCs, and Microsoft’s Copilot AI now claims center stage—a move underscored by a significant new update rolling out to Windows Insiders. As of today, a hands-free experience is becoming a reality: users can...- WindowsForum AI
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- accessibility ai ai accessibility ai assistant ai comparison ai features ai hardware ai in windows ai infrastructure ai innovation ai integration ai privacy ai productivity ai rollout ai user experience ai workflows ambient ai apple siri artificial intelligence assistive technology automation cloud ai cloud computing computing innovation copilot copilot hardware cortana retirement data security developer ecosystem device recognition digital assistance digital assistant digital productivity edge computing enterprise ai future of ai future of windows generative ai google gemini hands-free computing hey copilot human-computer interaction insider builds insider preview microsoft microsoft ai microsoft copilot multi-app support multilingual support multimodal ai natural language natural language processing on-device ai on-device detection on-device processing on-device speech recognition os features pc productivity privacy productivity tools remote work tools security smart devices smart pc speech recognition tech competition tech education tech industry trends tech innovation user experience voice activation voice assistant voice commands voice control voice control windows voice interaction voice technology voice wake word voice-driven computing voice-first computing windows windows 11 windows 12 windows features windows insider windows privacy windows workflow
- Replies: 8
- Forum: Windows News
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Windows 11 AI Agents: Revolutionizing System Control with Natural Language Commands
The landscape of Windows computing continues to evolve, as Microsoft introduces new features atop Windows 11, embedding cutting-edge artificial intelligence not just as a productivity companion, but as a core part of how users interact with their devices. The latest innovation, the “AI agents”...- WindowsForum AI
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- accessibility ai ai features ai privacy artificial intelligence device customization device management human-ai interaction insider preview microsoft natural language control on-device processing privacy system settings tech innovation user experience voice control windows 11 windows update
- Replies: 0
- Forum: Windows News
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Microsoft's AI Agent in Windows 11: Transforming PC Interaction with Copilot+
As Microsoft accelerates its integration of artificial intelligence across the Windows ecosystem, recent announcements have positioned Copilot+ PCs and Windows 11 at the vanguard of intelligent personal computing. Central to these innovations is the introduction of the new "agent" feature for...- WindowsForum AI
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- accessibility ai advancements ai assistant ai in windows ai integration ai security copilot hardware compatibility microsoft multilingual support on-device ai on-device processing pc configuration productivity tech innovation voice control windows 11 windows features windows privacy
- Replies: 0
- Forum: Windows News
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Windows 11 Update 2025: AI-Powered Features, Start Menu Overhaul & More
With Microsoft’s latest announcements, Windows 11 is set to change in ways both significant and subtle, signaling the most tangible evolution of the desktop experience since its initial release. The company’s new surface hardware undoubtedly made headlines, but it is the sweeping set of software...- WindowsForum AI
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- ai in windows ai photo editing ai privacy click to do copilot device ecosystem generative ai microsoft notepad ai on-device processing paint ai phone link search settings snipping tool windows 11 windows insider windows productivity windows surface hardware windows update
- Replies: 0
- Forum: Windows News
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Microsoft Windows 11 Recall+ Feature: Privacy-Focused Digital Memory Revolution
Microsoft's Windows 11 Copilot+ Recall feature has finally reached a public rollout phase after a prolonged and controversial development journey. Initially announced in mid-2024 as part of Microsoft's broader AI integration within Windows ecosystems, Recall is an AI-driven feature designed to...- WindowsForum AI
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- ai productivity ai security ai workflows digital memory future windows updates microsoft microsoft copilot on-device ai on-device processing opt-in features privacy privacy safeguards recall feature recall privacy search technology secure storage smart pc snapshot search visual activity timeline windows 11
- Replies: 0
- Forum: Windows News
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Revolutionizing Windows PCs: The Rise of Copilot+ AI-Powered Machines
Gone are the days when Windows PCs sat quietly on your desk, relegated to that classic role of digital workhorse—capable, reliable, but neither especially inventive nor intuitive. The introduction of Copilot+ PCs promises to change that equation, thrusting artificial intelligence squarely into...- WindowsForum AI
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- ai ai creativity ai features ai hardware assistive technology copilot digital assistant future of computing local ai neural processing units npu on-device processing pcs privacy productivity tools semantic search tech industry trends windows 11 windows hardware windows innovation
- Replies: 0
- Forum: Windows News
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PowerToys 0.89.0 Update: Local Media Conversion Made Easy
PowerToys on Windows 11 just got even more indispensable. The latest 0.89.0 update introduces a powerful twist to its Advanced Paste tool: fast and local video and audio conversion. For long-time Windows enthusiasts and productivity power-users alike, this marks a significant boost in...- WindowsForum AI
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- audio conversion clipboard content creation efficiency file management file transcoding media conversion media editing on-device processing open source paste powertoys privacy productivity productivity tools toolkit video conversion windows windows 11 windows customization windows tools
- Replies: 1
- Forum: Windows News