惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Hugging Face - Blog
Hugging Face - Blog
Google DeepMind News
Google DeepMind News
云风的 BLOG
云风的 BLOG
WordPress大学
WordPress大学
Vercel News
Vercel News
Apple Machine Learning Research
Apple Machine Learning Research
T
Tailwind CSS Blog
I
InfoQ
小众软件
小众软件
Recent Announcements
Recent Announcements
博客园 - 【当耐特】
The GitHub Blog
The GitHub Blog
大猫的无限游戏
大猫的无限游戏
美团技术团队
T
The Blog of Author Tim Ferriss
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
酷 壳 – CoolShell
酷 壳 – CoolShell
MongoDB | Blog
MongoDB | Blog
V
V2EX
J
Java Code Geeks
有赞技术团队
有赞技术团队
博客园 - 聂微东
B
Blog RSS Feed
博客园 - 司徒正美

Latest from TechRadar

Quordle hints and answers for Monday, April 13 (game #1540) NYT Strands hints and answers for Monday, April 13 (game #771) NYT Connections hints and answers for Monday, April 13 (game #1037) Morbid Metal developer explains why he ditched an origami art direction in favor of gritty sci-fi — 'It worked, but it didn't really feel like me' '71% of US households get routers from ISPs': Why new FCC rules could leave millions stuck with outdated,… 'The CPU is the system’s executive layer': Intel joins SambaNova as both face existential threat from… ‘More bang for your buck’: 7 easy ways to boost your MacBook Neo’s performance for free DJI Romo P vs Roborock Saros 10R — which robot vacuum comes out on top when it comes to dodging obstacles? I put… I spent 6 hours with Genshin Impact on the Galaxy S26 Ultra, and I can't believe how far mobile gaming has come What is the release date for The Testaments episode 4 on Hulu and Disney+? I reviewed the LG G6 for 3 weeks, and it's a fantastic OLED TV that's the new best option for brighter rooms Is your bird feeder camera doing more harm than good? 3 tips for using it safely as RSPB issues urgent disease warning Chelsea vs Man City Live Streams: How to watch Premier League 2025/26 from anywhere in the world, team news How to watch Alcaraz vs Sinner for FREE: TV Channels for Monte-Carlo Masters Final Sunderland vs Tottenham Live Streams: How to watch Premier League 2025/26 from anywhere in the world, team news Are these the best-designed workout headphones ever? I used them for a month to find out How to watch Snooker 900 John Virgo online (it's free) – stream O'Sullivan vs Higgins anywhere I've only just discovered the Walk With Frodo app on Garmin's Connect IQ store — and as as a huge LOTR nerd, it's going to make the next 1,800 miles fly by 'Just not sustainable': Why your monthly £25 broadband internet bill could soon hit £45 How to watch Paris-Roubaix 2026: Free Streams & TV Info as Tadej Pogacar chases third Monument How to watch Euphoria season 3 online – stream Zendaya & Sydney Sweeney drama from anywhere today '$15K bill destroyed a solo developer’s startup': How hackers are using leaked Google API keys to… There's a sneaky way to watch UFC 327 really cheap... NYT Connections hints and answers for Sunday, April 12 (game #1036) NYT Strands hints and answers for Sunday, April 12 (game #770) Quordle hints and answers for Sunday, April 12 (game #1539) Amazon's Ring cameras are the perfect solution to secure your home on a budget — shop today's best deals… I've tested every iPhone since the iPhone 12, and Ceramic Shield 2 is the first iPhone glass I fully trust UFC 327 live stream: how to watch Procházka vs Ulberg, start time, preview, full card We're officially getting the DJI Pocket 4 on April 16, but here's how Insta360 could beat it
How AI-ready NAS is rewriting enterprise data management
https://www.techradar.com/sg/author/jiang-xue · 2026-06-16 · via Latest from TechRadar

In the complex world of enterprise IT, Network Attached Storage (NAS) has for decades been regarded as something like a digital filing cabinet: reliable, predictable and for the most part passive. It has been considered essential, but not strategic.

But as artificial intelligence reshapes how organizations create, analyze, and act on data, NAS is undergoing a fundamental transformation. It is rapidly becoming an active, intelligent processing layer that sits at the heart of modern data infrastructure.

Product Director for Workstation and NAS at MINISFORUM.

Organizations are awash in data, much of it generated within their own walls and much more streaming in from outside. For many businesses, the cost of organizing and extracting value from it is rising above the value of the data itself.

Making existing information usable quickly, securely and intelligently has become more valuable than generating new data.

That’s why forward-looking leaders are reimagining AI-assisted NAS and seeing it as the critical enabler it is.

From passive vault to active processing hub

Like filing cabinets, traditional NAS systems were designed for easy file storage and retrieval. Modern AI-ready systems, by contrast, can actually understand them. Equipped with integrated GPUs and neural processing units (NPUs), these systems can now index, tag, and analyze data where it resides.

Instead of sending data to external platforms for processing, organizations can now run AI workloads directly on their storage infrastructure. It’s a game-changer, creating a closed-loop system where data is generated, processed, and used within a single environment.

Sign up to the TechRadar Pro newsletter to get all the top news, opinion, features and guidance your business needs to succeed!

This architectural redesign affects not just performance, but governance, cost, and risk.

Controlling agent sprawl

One of the more underappreciated risks of the AI boom is agent sprawl. AI tools, bots, and assistants are proliferating rapidly and are often deployed with little oversight. This can create fragmented data environments and introduce security vulnerabilities.

But new, AI-ready NAS systems can contain this sprawl. By centralizing data and AI capabilities into a single controlled environment, IT teams retain visibility and control over how AI interacts with sensitive information.

Instead of data flowing outward to multiple third-party services, intelligence is kept within the system, reducing the risk of unauthorized access.

This consolidation is not just a security win, but an operational victory as well. It simplifies governance, reduces duplicated efforts and creates a single source of truth for enterprise data.

Better performance

Performance is another area where AI-assisted NAS is rewriting expectations. With localized processing, organizations eliminate the latency caused by sending data to remote cloud servers. The same is true for shared queues, bandwidth bottlenecks and “noisy neighbors” competing for resources.

Data-intensive workloads such as 8K video editing, large-scale analytics, or real-time AI inference see the greatest impact from the new model. Users see immediate responsiveness, even when working on massive files.

And because the infrastructure is owned rather than rented, enterprises can shift from unpredictable monthly cloud costs to a one-time capital investment in hardware.

Running AI workloads locally also reduces the need to constantly ping distant data centers, cutting both bandwidth usage and energy consumption. Since sustainability is becoming a board-level priority, it’s a significant advantage.

Intervening earlier

But arguably the most transformative aspect of AI-ready NAS is its ability to intervene earlier in the data lifecycle. Data management has traditionally been reactive: store it first, organize it later, then analyze it much later.

AI turns that model on its head. With intelligence embedded at the storage layer, data is automatically structured, categorized and enriched at the moment it is created. This reduces manual processing and speeds up downstream analysis while improving accuracy.

This shift also enables entirely new workflows. AI can automatically retrieve relevant content, extract insights and perform semantic searches across datasets, which turns raw data into usable intelligence without it having to leave the local environment.

It means faster decision-making, more efficient operations and a significantly higher overall return on data-technology investments.

Resilience in a chaotic world

The past few years have exposed the fragility of even the largest cloud platforms. Outages at major providers have ground critical operations to a halt, highlighting the risks of over-reliance on centralized infrastructure.

AI-ready NAS brings a layer of resilience. Because data and processing capabilities are localized, organizations can continue operating even when internet connectivity is disrupted or cloud services are unavailable.

It’s not just a theoretical benefit. The ability to access and process data independently during natural disasters or geopolitical strife can mean the difference between continuity and downtime.

Despite these advantages, AI-ready NAS is not a replacement for the cloud, but a complement. The emerging model is hybrid, or tiered: sensitive, high-value, and high-bandwidth data can remain local while less critical work can be offloaded to the cloud.

Organizations are increasingly balancing flexibility with control. Many leverage the scalability of cloud platforms for generic tasks while retaining ownership and oversight of their most valuable assets.

The new ROI

As NAS evolves, enterprises are beginning to rethink how they measure the return on their AI investments. It’s no longer just about model accuracy or processing speed, but about ownership of data, infrastructure and business outcomes.

Organizations are beginning to ask new questions, like How much of our AI capability do we actually control? How predictable are our costs? How quickly can we ensure compliance and protect intellectual property?

AI-ready NAS offers compelling answers to these and other questions.

Given its broad impact, adopting AI-ready NAS should not be treated as a simple IT purchase. It is a strategic architecture decision that affects how data moves, how it is secured and how work across the organization is done.

Successful deployments mean bringing together engineering, IT, security, and business stakeholders to set priorities and governance. The guiding principle is clear: data architecture decisions lay the foundation, security ensures compliance and the organization creates use cases that drive value.

In that sense, the evolution of NAS mirrors the broader transformation of enterprise IT. What was once infrastructure or a “digital filing cabinet” is becoming a strategic edge. And in the age of AI, where data can serve as both the fuel and the differentiator for a business, that shift has major consequences.

We've featured the best database software.

This article was produced as part of TechRadar Pro Perspectives, our channel to feature the best and brightest minds in the technology industry today.

The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/pro/perspectives-how-to-submit