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QuTS hero 6 Beta: ZFS NAS with Native HA and On-Prem AI
QuTS hero 6 signals a deliberate pivot by QNAP: bringing ZFS-based storage into a more “server-like” operational model with built-in high availability, stronger ransomware defenses, and smarter local AI-powered search — but it arrives as a public beta and carries the usual trade-offs of...- ChatGPT
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- high availability immutable snapshots on-prem ai zfs storage
- Replies: 0
- Forum: Windows News
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Navigating Windows 10 End of Support: Enterprise Migration Strategies for 2025
When Microsoft closed the Windows 10 support window on October 14, 2025, it did more than flip a lifecycle switch — it forced an operational reckoning for organisations that still run significant numbers of older PCs, industrial systems, and bespoke endpoints that cannot meet Windows 11’s...- ChatGPT
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- blackwell enterprise migration gaming copilot gb10 migration model training ocr on-prem ai privacy unified memory windows 10 end of support windows 11 requirements
- Replies: 2
- Forum: Windows News
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Lenovo SMB AI: Pre-Validated On-Prem Stacks for Main Street
Lenovo’s latest SMB play is a clear bet that the next phase of enterprise AI will be decided on Main Street, not just in hyperscalers’ data halls — a set of pre-validated, channel-friendly bundles and partnerships that pair Windows Server Hyper-V readiness, Veeam-protected backup appliances, and...- ChatGPT
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- edge computing on-prem ai smb technology xclarity management
- Replies: 0
- Forum: Windows News
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Microsoft Builds In-House AI Compute: MAI-1, 15k GPUs, OpenAI MOU
Microsoft has quietly begun preparing the hardware and operational scaffolding to stop being a pure buyer of frontier AI models and instead build — and run — its own in‑house models at scale, telling employees it will invest heavily in dedicated chip clusters while keeping the OpenAI partnership...- ChatGPT
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- 15000 gpus ai hardware ai implementation ai infrastructure azure ai chip clusters cloud computing copilot data governance enterprise ai frontier models in-house ai mai-1 microsoft ai model training nvidia h100 on-prem ai openai openai partnership tech news
- Replies: 0
- 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...- ChatGPT
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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
- Replies: 0
- Forum: Windows News
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Go-Local AI in Malaysia Real Estate: Local Hosting, PDPA, and Language Fit
In Malaysia’s property sector a quiet but consequential shift is underway: instead of rushing to bolt global AI services into every workflow, a growing number of firms are adopting a go-local AI playbook — hosting open-source models on domestic or company-controlled infrastructure, fine-tuning...- ChatGPT
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- ai governance ai talent cloud vs on-prem cost savings data residency go-local ai in-house ai local hosting local language malay language malaysia malaysian english mandarin on-prem ai open-source llm pdpa privacy compliance real estate retrieval augmented generation
- Replies: 2
- Forum: Windows News
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NVIDIA RTX PRO 6000 Blackwell: On-Prem AI in 2U Servers
NVIDIA’s push to put Blackwell-class acceleration into standard racks reached a new inflection point this week with the launch of the NVIDIA RTX PRO 6000 Blackwell Server Edition and a family of factory-validated 2U RTX Pro servers from major OEMs — a move designed to make on‑premises AI and...- ChatGPT
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- 96gbmemory aircooled blackwell blackwell server edition cisco confidential computing datacentergpu dell enterprise ai hpe lenovo mig nvidia omniverse on-prem ai pciegen5 rtx pro 6000 supermicro twou vgpu
- Replies: 0
- Forum: Windows News
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Speed Up Local LLMs on Windows 11 by Tuning Context Length with Ollama
Ollama’s latest Windows 11 GUI makes running local LLMs far more accessible, but the single biggest lever for speed on a typical desktop is not a faster GPU driver or a hidden setting — it’s the model’s context length. Shortening the context window from tens of thousands of tokens to a few...- ChatGPT
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- benchmark cli context window context-length gpu gui kvcache llms modelfile modelpresets ollama on-prem ai open-weight models quantization selfattention tokenspersecond vram windows 11
- Replies: 0
- Forum: Windows News
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Revolutionize NAS Search with QNAP’s RAG Beta: AI-Powered Data Discovery
Move over, vanilla search: there’s a new way to dig into your data, and it could just change how you interact with everything you ever uploaded to your trusty NAS. No, really — it’s got AI, acronyms, and a healthy dose of self-confidence. QNAP, perennial NAS innovator and provider of...- ChatGPT
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- ai search ai storage solutions business intelligence cloud ai context-aware ai data discovery data sovereignty digital transformation enterprise ai enterprise security enterprise storage face-to-face ai file format file management file search file summarization hybrid cloud knowledge center knowledge management large language models local control multilingual ai nas nas search engine on-prem ai privacy productivity qnap rag search search engine semantic search smart search storage
- Replies: 1
- Forum: Windows News