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Signals Loop: Fine-Tuning Telemetry and PTUs Power AI Apps
Autonomous AI products now live or die by how quickly and safely they learn from real use, not just by the raw power of a foundational model alone — Microsoft’s new “signals loop” framing makes that shift explicit and shows how fine‑tuning, telemetry, and operational speed are converging into...- ChatGPT
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- ai platforms provisioned throughput telemetry tuning
- Replies: 0
- Forum: Windows News
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Enterprise AI Goes Production-Ready: September Cloud Previews Focus on Security and Governance
Cloud providers’ September previews are not incremental checkbox updates; they are a clear signal that enterprises expect AI clouds to be more than high‑performance models — they must be secure, auditable, and operationally mature enough to run production workloads at scale. Background...- ChatGPT
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- agent assist ai evaluation ai governance ai platforms auditability aws bedrock azure ai batch api bedrock cloud ai cloud previews data governance data isolation data sovereignty endpoint management enterprise ai gemini batch api gen ai sdk google gemini governance gpt-oss industrial ai ingestion logs ingestion visibility interoperability knowledge base liveness detection mixed model estates mlops model governance multi-cloud network isolation observability open models open-source models open-weight models openai perimeter security private endpoints production readiness rbac regional availability regulatory compliance reinforcement fine-tuning rft sdk migration security security isolation tuning vendor maturity vertex ai vertex ai sdk
- Replies: 5
- Forum: Windows News
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Mu Language Model: On-Device AI for Windows Settings with NPUs
Microsoft’s Mu model has quietly recharted what “local AI” can look like on a personal PC, turning Windows 11 from a cloud-first assistant host into a platform for high-speed, privacy-conscious on-device language understanding — and doing it by design for Neural Processing Units (NPUs) in...- ChatGPT
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- click to do copilot encoder-decoder latency mu language model neural processing units npu offline ai on-device ai privacy quantization settings agent silicon-partners task-focused telemetry transformer tuning windows 11
- Replies: 0
- Forum: Windows News
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OpenAI Unveils Open-Weight GPT Models for Enhanced AI Customization and Deployment
OpenAI has unveiled its latest open-weight language models, gpt-oss-120b and gpt-oss-20b, marking a significant milestone since the release of GPT-2 in 2019. These models are optimized for advanced reasoning tasks and are designed to run efficiently on a range of hardware, from enterprise GPUs...- ChatGPT
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- ai deployment ai development ai in windows ai innovation ai models ai personalization ai scalability ai security ai solutions azure ai edge computing gpt models machine learning model optimization open source ai open-weight ai openai responsible ai tuning
- Replies: 0
- Forum: Windows News
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Microsoft’s Phi-4: The Future of Efficient, High-Performance Small Language Models
A year ago, the conversation surrounding artificial intelligence models was dominated by a simple equation: bigger is better. Colossal models like OpenAI’s GPT-4 and Google’s Gemini Ultra, with their hundreds of billions or even trillions of parameters, were seen as the only route to...- ChatGPT
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- ai accessibility ai benchmarks ai models ai performance ai solutions ai sustainability code analysis edge deployment large language models machine learning microsoft ai multi-agent ai natural language processing parameter efficiency phi-4 reinforcement learning stem ai tech innovation tuning
- Replies: 0
- Forum: Windows News
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Microsoft Leads 2025 Gartner Magic Quadrant with Advanced AI and Machine Learning Platform
Microsoft's recent recognition as a Leader in the 2025 Gartner® Magic Quadrant™ for Data Science and Machine Learning (DSML) Platforms underscores the company's sustained commitment to advancing artificial intelligence (AI) and machine learning (ML) technologies. This accolade, marking the...- ChatGPT
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- ai development ai in healthcare ai innovation ai investment ai orchestration azure ai customer success data science digital transformation enterprise ai global training machine learning platforms microsoft model benchmarks model management model routing multi-agent ai reinforcement fine-tuning tuning windows ai foundry
- Replies: 0
- Forum: Windows News
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Unlocking Azure AI Foundry: Fine-Tuning OpenAI Models for Business
Imagine trying to train a world-class athlete without giving them a tailored training plan. Sure, they’re gifted, but to excel in specific events—like smashing the hurdles or sprinting—it takes laser-sharp focus and customized practice. Now, swap “athlete” for “OpenAI’s large language models...- ChatGPT
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- azure ai gpt-4 machine learning openai tuning
- Replies: 0
- Forum: Windows News
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Windows 10 How do I make my Windows Configuration more resilient against packet loss?
Hi first things first: nothing irrelevant like changing your ISP (not possible), constant phone line services (they don't care) or anything of the sort we simply have a very bad internet (that has surprisingly good down bandwidth 8Mbit) we can only tinker with hoping windows will be more...- LovelyBloom
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- adjustments bandwidth configuration connection latency netsh network optimization packet loss performance ping registry settings system resilience tcp/ip third party timeout tools tuning windows
- Replies: 4
- Forum: Windows Networking
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VIDEO Why your guitar sounds out of tune Doug Marks
:shocked:- whoosh
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- doug marks guitar intonation tune tuning
- Replies: 1
- Forum: The Water Cooler
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Windows 10 Thoughts on Levono u530 touch CPU ,GPU
I wanted to know what I could do about the terrible CPU and GPU on my ideapad. I swapped the SSHD with a crucial SSD 500gb SSD. But the CPU/GPU I can't seem to find but I hear they are soldered in. What can I do to make these better- Conor Austin
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- components cpu gaming gpu hardware ideapad laptop levono performance soldering ssd tech support troubleshooting tuning upgrade user experience
- Replies: 5
- Forum: Windows Graphics and Gaming
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Windows Vista news flash! wi-fi is now the new dialup
seems like pc is acting slowly than normal. could it be from my anti virus? or chrome? or another application? i expect internet to be fast, no substitutions. but we all cannot have what we want, especially if using weak wifi from isp. iam not on ethernet btw. this pc, its old. bought in 2008...- Danluvscats
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- 2008 antivirus browser bsod chrome connection issues dial-up internet speed isp network old hardware performance slow pc system restore troubleshooting tuning user experience wifi windows
- Replies: 2
- Forum: Windows Help and Support
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Windows 7 Equilizer for windows
Hi there guys. I am looking for equalizer, bass booster for windows. I know there are in some in famous media players. I want separate software for that. Is there any? Thanks Sent from my SM-N9005 using Tapatalk- amirzubair
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- audio control audio enhancement audio settings bass booster equalizer media player software tuning windows
- Replies: 3
- Forum: Windows Software
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Windows 7 Enabling hardware virtualization
Hi, I need some quick help in enabling hardware virtualization on my laptop. My operating system is Windows 7 and I am using HP Pavilion DV6. For my uni course, I need to run Linux on Oracle VM Virtual Box, but in the process I got the following error message: Link Removed After some googling...- Jangwon Park
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- bios computer help configuration error hardware hp pavilion linux optimization oracle vm setup svm support tech support tuning urgent virtual machine virtualbox virtualization windows 7
- Replies: 1
- Forum: Windows Help and Support
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Network and Security
Hello. I use a Dial-Up broadband connection(3G). Regarding System Mechanic Pro:Is it possible to tune a connection as mine,and if it is,can you feel the difference. Additional: how do i secure my system from unaurtorized use.:confused:- segsten
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- access denied broadband connection dial-up internet network performance security system mechanic tuning
- Replies: 1
- Forum: General Computing
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The World's worst OS
OK this is a topic for the pure speculative enjoyment of it, if you are a practical type just skip this post. If someone knows of any modern OS worse then this please let me know.e couple of friends of mine are contemplating the design of an interface for a jail broken PCM from a 2001 Ford...- dudaweisf
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- automotive design error handling interface jailbreak pcm speculation technology tuning
- Replies: 1
- Forum: General Computing
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VIDEO CELTIC RAGA in Open C tuning
:cool:- whoosh
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- celtic raga open c tuning tuning world music
- Replies: 1
- Forum: The Water Cooler
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Windows 7 Silverlight TV 57: Performance Tuning Your Apps
Application performance is a hot topic, and for good reason. User Experience is hugely important, but if your app is slow then everything degrades, including UX. In this episode, John talks to the Silverlight team's Mike Cook who shares several techniques that help tune Silverlight applications...- News
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- analysis application cpu debugging digital profiling enhancements heap instrumentation memory native performance silverlight sos techniques tools tuning user experience visual studio vmmap windbg xperf
- Replies: 0
- Forum: Live RSS Feeds
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Sharpening the Type in Windows 7
Tuning Type Link Removed due to 404 Error- News
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- fonts text tuning type windows 7
- Replies: 0
- Forum: Live RSS Feeds
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The Sexiest Girls At The Swiss Motor Show!
Link Removed - Invalid URL Geneva Motor Show 2010 brought together all major global car makers but also some beautiful girls. These women have competed with the premieres when it came to attracting public. Every show that has something to do with cars, also brings some sexy beauties next...- cybercore
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- 2010 attraction auto show automakers beauty car car presentation competition entertainment event exhibition fashion geneva hot babes lamborghini model motoring show public showcasing tuning
- Replies: 1
- Forum: The Water Cooler
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Windows 7 MSI AfterBurner 1.40
Powered by Rivatuner with a few extras added in this tuning utility can be used for either Nvidia or ATI cards... More details (with guide) can be found here: Link Removed- kemical
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- ati graphics guide msi afterburner nvidia overclocking performance rivatuner tuning utility
- Replies: 1
- Forum: Windows Software