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

酷 壳 – CoolShell
酷 壳 – CoolShell
GbyAI
GbyAI
SecWiki News
SecWiki News
Project Zero
Project Zero
C
Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
P
Privacy International News Feed
D
Darknet – Hacking Tools, Hacker News & Cyber Security
Scott Helme
Scott Helme
A
Arctic Wolf
Security Latest
Security Latest
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
P
Privacy & Cybersecurity Law Blog
Apple Machine Learning Research
Apple Machine Learning Research
T
Tailwind CSS Blog
The Hacker News
The Hacker News
T
Tenable Blog
雷峰网
雷峰网
有赞技术团队
有赞技术团队
V
V2EX
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
Threat Research - Cisco Blogs
T
Threatpost
AWS News Blog
AWS News Blog
L
LINUX DO - 热门话题
Application and Cybersecurity Blog
Application and Cybersecurity Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
S
SegmentFault 最新的问题
月光博客
月光博客
Spread Privacy
Spread Privacy
S
Secure Thoughts
宝玉的分享
宝玉的分享
博客园 - 三生石上(FineUI控件)
Forbes - Security
Forbes - Security
T
The Exploit Database - CXSecurity.com
G
GRAHAM CLULEY
The Last Watchdog
The Last Watchdog
Y
Y Combinator Blog
I
Intezer
博客园 - 【当耐特】
B
Blog RSS Feed
Attack and Defense Labs
Attack and Defense Labs
I
InfoQ
博客园 - 叶小钗
Cyberwarzone
Cyberwarzone
V2EX - 技术
V2EX - 技术
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Hugging Face - Blog
Hugging Face - Blog
H
Help Net Security
C
CERT Recently Published Vulnerability Notes

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really feel like me' '71% of US households get routers from ISPs': Why new FCC rules could leave millions stuck with outdated,… 'The CPU is the system’s executive layer': Intel joins SambaNova as both face existential threat from… ‘More bang for your buck’: 7 easy ways to boost your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 'Today is the day you've been waiting for': eGPUs can now officially turn a humble Mac Mini into an AI… Linux pulls support for ancient CPU — unsurprisingly, Linus Torvald says there is 'zero real reason' to… Keanu Reeves' new Apple TV movie Outcome has been slammed by critics — watch these 4 highly-rated films with the beloved actor instead 'AI is a once-in-a-lifetime opportunity': Amazon CEO Andy Jassy lays out his '6 truths' for the… How to watch Grand National 2026: Free Streams & TV Channels for Aintree National Hunt Race ‘I hadn’t verified a single thing’: Using ChatGPT for Iran war news changed how I trust information Want cafe-quality lattes at home without buying an expensive new coffee machine? Jura's new gadget upgrades your drinks with perfectly foamed milk every time 'A self-inflicted hit': Washington state just rolled back sales tax exemptions for AI data centers worth… Playing The Last of Us with friends made my favorite PlayStation game feel brand new again Mint Mobile's new Samsung Galaxy S26 series deal can save you up to $900 — enough to cover an entire device Not a squat, not a deadlift — the trap bar deadlift 'sits between' the two, builds muscle fast and is… Record Store Day 2026 starts soon! The date, the top vinyl drops, and everything else you need to know Women's Six Nations 2026 Free Streams: TV Channels, Preview, Table, Round 5 Fixtures, France vs England Time Beyond Paradise season 4 star would 'love' to do The Celebrity Traitors season 2 — and would be 'terrified' if one contestant came to Shipton Abbott 'There’s no one-size-fits-all office chair': Vari explains the design decisions behind its award-winning… I was a vacuum reviewer for two years — these are the 6 sub-£250 models I'd recommend in a heartbeat Save $200 and get the Samsung Galaxy S26 Ultra at its preorder price for a limited time at Amazon 'Small business owners have significant creative control from start to finish' — VistaPrint reveals the… TurboQuant isn't the RAM crisis savior you're hoping for, analysts say — as memory prices continue to… ICYMI: the 7 biggest tech stories of the week, from DJI's new robovac to Artemis II iPhone photos I matched the upgraded Meta AI against ChatGPT, and you can really tell which AI has social media roots Quordle hints and answers for Saturday, April 11 (game #1538) I created my dream coffee corner at IKEA for under $100 — and my mornings are about to get a lot cozier 'Experts' to rent for $1 per month: Hostinger debuts 7-person AI team to help SMBs save thousands on… The new MacBook Air has already dropped to a record-low price on Amazon I tested Turtle Beach's Mario-themed controller and headset for Nintendo Switch 2 — and they surprised me for… NYT Strands hints and answers for Saturday, April 11 (game #769) NYT Connections hints and answers for Saturday, April 11 (game #1035) After soaring 2,200%, DDR4 RAM prices finally fall — but don't get too excited It's "completely changed my home cleaning habits": The Dreame Z20 is a highly effective vacuum cleaner for even lsrger homes. Beyond no-log: Tor looks into seizure-proof servers that forget your data There's a sneaky way to watch IPL 2026 for FREE Microsoft hands Linux Foundation key Surface data to help fix laptop battery life Adobe Reader users beware — experts flag months-old security flaw using booby-trapped PDFs to scope out victims 'Shockingly good value': New rugged Android tablet has a built-in 1080p projector, night-vision camera, and… Stop the presses — Microsoft is actually cutting cloud PC prices for SMBs, promises to make it 'more cost-effective for small and medium businesses' Microsoft has begun stripping out AI from Windows 11 — but it's already being criticized for not going far… Euphoria season 3 episode 3 release date: when will it come out on HBO Max? 'If one piece of your supply chain is delayed, then your whole project can't deliver': Nearly half of US data centers planned for 2026 canceled or delayed — and things could soon get much worse ChatGPT’s hidden backup model just got smarter — as OpenAI adds a cheaper Pro option Forget Big Mistakes — new Netflix true crime series Trust Me: The False Prophet is the only TV show you need to… 'The problem is not AI’s capability...what won’t improve on its own is the human side': Major study claims white-collar workers are fighting back against AI in the workplace Introducing Perspectives — the new home for premium contributed content on TechRadar Pro ‘Computers are no longer a bicycle for the mind’: Frameworks founder says the Steve Jobs era is over and PCs are now a ‘self-driving car that takes you directly to the destination’ No, Elon Musk doesn't want to give you a $5,000 tax refund — it's a scam, here's what to look out… ‘It’s a potential national security threat’: Proton study finds over 3,500 US legislators’ official emails leaked and exposed on the dark web ‘I want to cancel’: YouTube Premium quietly hikes its US prices for the first time in three years, forcing… RTX 5090s and other high-powered graphics cards may carry risks of cable melting issues — but Asus thinks it has… Former Xbox exec thinks Naughty Dog's decision to cancel the 80% completed The Last of Us Online 'was the right call', but it shouldn't have greenlit it in the first place — 'The ambition was there, but the realistic upfront planning wasn't', she says West Ham vs Wolves Live Streams: How to watch Premier League 2025/26 from anywhere in the world Microsoft warns worrying security flaw exposed over 50 million Android users, says 'user credentials and financial… ‘Apple will grit its teeth and push through’ — new report suggests the iPhone Air 2 isn’t dead,… Google Chrome rolls out a new tool to try and stop infostealer malware in its tracks 'Two Hells collide' — Doom: The Dark Ages and Diablo Immortal unite in a limited-time crossover event,… Spotify is rolling out new video controls, and as someone who hates its in-app music videos, I know this will be a huge… 8 new movies and TV shows to watch on Netflix, Prime Video, HBO Max, and more this weekend (April 10) AdGuard VPN has a new app for iPhone — and you can try it out for 7 days for free Currys refuses to end its Easter sale — I've found the 21 best tech deals that are still available Amazon is slashing prices on Garmin watches — save up to $350 on best-rated models for running, biking and hiking Inspired to start running this summer? Here are 8 brilliant running shoes I'd recommend for beginners NASA used a 12-year-old GoPro to capture a sight called the ‘greatest gift’ by Artemis II pilot — and… iPhone owners urged to change this key privacy setting after FBI recovers suspect’s deleted Signal messages How to read Murder in Purple and Gold online from anywhere Garmin's cashing in on the screenless Whoop-style smart band trend with its upcoming CIRQA — here's the… YouTube insists that a 90-sec, unskippable ad format 'isn't something we are testing' — but furious… ‘Everything is magenta’: This wild hack got Mac OS X Cheetah working on a Nintendo Wii, and I can’t… A new free-to-play Borderlands game gets surprise drop on mobile, which Zynga says is part of a 'limited-time… The Xiaomi 17 outmuscles the iPhone 17 and Galaxy S26 in several key areas — read our full review In a sea of PlayStation Portal cases, the one I value the most has yet to be beaten How to submit an article for TechRadar Pro Perspectives
Why the future of quantum computing is about ownership, not just cloud access
Jan Goetz · 2026-05-13 · via Latest from TechRadar

Although World Quantum Day has now passed, it remains a valuable moment to pause and reflect on recent developments and shifting market dynamics.

In just the past few months, we have seen several SPAC announcements, advancements in error-correction theory, use-case demonstrations, and announcements of new government programs.

What all of these points have in common is a stronger conviction that quantum advantage is approaching faster than we think. This means we, as a whole industry, need to get ready for enterprise adoption and scaling up business models.

Co founder and CEO of IQM Quantum Computers.

Developing technology

Overall, the sector has developed the technology, production capabilities, and business models to support a growing demand for quantum computers. In these early days of the industry, true ownership and ecosystem models will be the key driver towards quantum advantage.

This is why the choices being made right now, by institutions, by governments, and by companies like ours, will determine whether quantum computing fulfills its actual potential or just produces more years of impressive demonstrations.

Every transformative technology goes through the same challenging middle phase. The technology works in science labs. The papers are impressive. The product roadmap look credible. But the gap between what is demonstrated and what is deployed stays wide open.

We have been in that phase with quantum computing for some years. And the honest reason it persists is not only the hardware or the algorithms. The hardware is improving and the algorithms are getting more efficient. A strong reason is that the industry has not yet agreed on what it means for quantum advantage to actually arrive.

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

We have been too focused on qubit count, fidelities, and connectivity and ignored main questions like adoption models, ownership, and deployment. If customers want to solve real-world problems, they must be able to integrate the new technology into their existing workflows and technology stacks.

This is more important than achieving a certain qubit milestone. But not each business model allows you to fully integrate a new technology into your workflow.

The solution is not only the technology. It is the model.

Cloud access

A widely used commercial model in quantum computing today is cloud services access. You pay to run jobs on hardware you do not own, accessed remotely, at a cost that scales with usage. This model serves a real purpose, enabling experimentation, algorithm testing, and early adoption without capital commitment. That is genuinely valuable and we support it because it lowers the entry barrier for early quantum adoption. It is also essential for quantum education, a topic that is close to my heart.

But cloud access is an entry point, not a destination. And this is not just an argument about where quantum computing is today. It is an argument about where it is going. Even as the technology matures, even as fault-tolerant systems arrive, most serious institutions will want to run their most sensitive and strategically important workloads on IT infrastructure they control themselves. Intellectual property, data security, regulatory compliance, sovereign capability: these considerations do not disappear as the hardware gets better. If anything, they become more pressing as quantum becomes more powerful.

Think about how the internet scaled. The protocols that built it, TCP/IP most importantly, were open standards. Not proprietary. Not controlled by any single vendor. That openness created the conditions for an ecosystem where anyone could build on top of it and no single company could capture all the value or determine who was allowed to participate. The internet did not succeed because one company rented access to the network. It succeeded because the network became infrastructure that institutions could own, operate, and build upon independently.

Quantum computing is approaching the same fork in the road. The question being decided right now, in procurement decisions at national labs, supercomputing centers, and, most importantly, enterprise customers, is whether quantum follows the internet model or a different one entirely.

Who pays the price for slow adoption? Everyone!

The importance of ownership

When institutions stay only with cloud access and never move to ownership, several things will not happen: They do not build internal expertise. They do not develop the operational capability to run workloads at low latency. They do not generate the feedback loop between hardware and application that drives real progress. And they remain dependent on a vendor's uptime, pricing, and continued interest in serving them.

The result is that quantum adoption looks wide but runs shallow. Many organizations have run experiments. Very few have built capabilities. And the cost of that gap is not abstract. Drug discovery timelines stay longer than they need to be. Supply chain optimization remains approximate rather than precise. Energy grid modeling stays computationally limited at exactly the moment when the energy transition demands more from it. These are not future problems. They are present ones, and quantum computing is one of the most credible tools we have for addressing them at scale. Every year that adoption stalls is a year those problems compound.

This pattern is known well from other deep tech cycles. Early industrial computing ran on time-sharing models. You booked time on a mainframe you did not own. It worked, until organizations realized that owning compute gave them fundamentally different capabilities: control over their data, ability to customize, and the compounding advantage of building institutional knowledge over time. The transition from time-sharing to owned infrastructure was not just a procurement decision. It was what made computing a real industry.

We believe quantum is at that inflection point.

Own the machine. Own the outcome. Build an ecosystem.

We believe in building full-stack, quantum computers for supercomputing environments. On-premises quantum systems, where the hardware sits in the customer’s facility, runs on their infrastructure, and operates under their control, enable quantum computing to become a permanent, operational part of an institution’s technical capability. We call this Production Quantum. Because it reflects not a remote service you subscribe to, but infrastructure you command, with the security, latency, and sovereign control that serious institutions require, today and long after the technology reaches its full potential.

Full-stack matters here. Customers need one partner, with one accountability structure, one support relationship, and one roadmap conversation.

Vertical integration also means supply chain resilience. Quantum hardware depends on specialized components, specialized fabrication processes, and materials that are not widely available. Companies that rely on external chip suppliers inherit that supplier's bottlenecks, lead times, and strategic priorities. This means chip fabrication ownership is important too. It gives customers a more predictable path to delivery, upgrade, and long-term system evolution, which matters enormously when they are building a capability rather than running an experiment.

What’s also important is co-designing systems with customers from the beginning, aligning the hardware architecture with the actual workloads they need to run. These systems empower customers to build their own solutions and ecosystems around them.

A rising tide lifts all boats. We intend to be the tide.

The second thing we believe, just as strongly, is that no single company can build the quantum industry alone. The question is whether the companies at the center of the field act like platforms or gatekeepers. We have made a clear choice to provide platforms and enable ecosystems around us and around our customers.

We believe the quantum ecosystem grows faster when its foundations are shared, and that a broader ecosystem ultimately creates more demand for what we build, not less. The evidence supports this. In Finland, the quantum ecosystem grew from one company in 2018 to eleven by 2024. External funding attached to the ecosystem grew from zero to hundreds of millions of dollars over the same period.

In Bavaria, a similar pattern has emerged: more companies, more employees, more capital, more activity than in comparable regions where quantum development has stayed more closed. On-premises quantum systems act as seeds. They attract software developers, algorithm researchers, and application companies. They train the engineers the industry needs. They create the feedback loops that accelerate hardware development.

Open standards and tooling amplify adoption by enabling hands-on use, capability building, and full control over quantum infrastructure. This is how quantum computing moves from specialized research to general-purpose industrial capability.

What this means for humanity, not just the industry

I am a physicist. I came to entrepreneurship through science, not through business school. And I think my scientific background shapes how I look at what we are building and why it matters beyond the commercial case.

There are problems that classical computers will never solve. Not because we have not tried hard enough, but because the computational complexity of certain problems scales in ways that make them structurally intractable on classical hardware.

Molecular simulation for drug discovery. Optimization at industrial scale in logistics, energy, and finance. Materials design for next-generation batteries and semiconductors. These are problems where meaningful progress could reduce human suffering, lower the cost of energy, and accelerate scientific discovery in ways that compound over decades.

Quantum computing is the most credible path to making those problems tractable. The mathematics is clear. What remains hard is the engineering, the deployment, and the ecosystem development required to turn that mathematical potential into operational reality. Production Quantum is not just the right commercial strategy. It is also the model most likely to produce the breadth of deployment that makes those broader applications possible.

There is also a talent dimension that does not get enough attention. There is a shortage of quantum physicists and engineers today. Real hardware in institutions is what educates the next generation. You cannot build a quantum workforce on cloud access alone. You need systems in labs, in universities, in national facilities, operated by people who develop genuine hands-on expertise. Every system we deliver is, in that sense, also an investment in the human capital the field needs to fulfill its potential.

What we have built. What comes next.

Quantum hardware is still technically fragile. The road to fault-tolerant systems at scale is long. I have no interest in pretending otherwise.

But I am confident in the direction. The quantum era does not begin when the technology works perfectly in a lab. It begins when institutions own it, operate it, and build on it. That is what production quantum means, and that is the progress worth measuring.

Want to learn more about quantum computing? We've listed the best online courses and online class sites.

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

Co founder and CEO of IQM Quantum Computers.