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

C
Cisco Blogs
Schneier on Security
Schneier on Security
T
Tor Project blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Tenable Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
T
Threat Research - Cisco Blogs
C
CERT Recently Published Vulnerability Notes
Security Latest
Security Latest
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
NISL@THU
NISL@THU
L
Lohrmann on Cybersecurity
Scott Helme
Scott Helme
Webroot Blog
Webroot Blog
Project Zero
Project Zero
Google Online Security Blog
Google Online Security Blog
The Last Watchdog
The Last Watchdog
Spread Privacy
Spread Privacy
Hacker News: Ask HN
Hacker News: Ask HN
PCI Perspectives
PCI Perspectives
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
W
WeLiveSecurity
Attack and Defense Labs
Attack and Defense Labs
D
Darknet – Hacking Tools, Hacker News & Cyber Security
N
News | PayPal Newsroom
Help Net Security
Help Net Security
The Hacker News
The Hacker News
H
Heimdal Security Blog
O
OpenAI News
S
Security @ Cisco Blogs
N
News and Events Feed by Topic
Cyberwarzone
Cyberwarzone
Simon Willison's Weblog
Simon Willison's Weblog
G
GRAHAM CLULEY
www.infosecurity-magazine.com
www.infosecurity-magazine.com
博客园 - 叶小钗
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Hacker News - Newest:
Hacker News - Newest: "LLM"
T
Tailwind CSS Blog
大猫的无限游戏
大猫的无限游戏
A
Arctic Wolf
I
Intezer
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
S
Security Affairs
P
Proofpoint News Feed
S
Secure Thoughts
腾讯CDC
Google DeepMind News
Google DeepMind News
量子位
罗磊的独立博客

Latest from TechRadar in Pro

VodafoneThree gets Ofcom approval to bring satellite connectivity to your smartphone Is this the tipping point for AI at work? New Gallup survey finds half of all US employees now use it in some way 'Every Apple user needs to know about this nasty scam': Fake warnings tell users their iCloud data will be… 'Makes it even more disappointing': Microsoft backs fossil fuel big time with $7 billion deal in race for AI… 'Maybe it’s not science fiction': Solar panels are causing rainwater to fall in one of the driest places… Maine becomes first US state to pass data centre construction ban Dozens of WordPress plugins hijacked to target thousands of sites Drone-killing laser weapons greenlit for use in US airspace – FAA and Defense Department say high-energy weapons are ‘ready to protect all air travelers from illicit drone use’ despite airspace restrictions and friendly-fire incidents 'We are currently being extorted' — crypto giant Kraken says it is facing extortion attack, here's… I tried 7 free MTD software – now I've ranked my top picks as a freelancer Jackery McGraw Hill becomes latest to see its Salesforce data hacked Looking for a new PC? Now might be great time to upgrade, as Gartner figures claim shipments are rising — while… The new engineering playbook: how AI design copilots are reshaping product development Farewell Surface Hub — Microsoft kills off its super-sized touchscreen displays, but you might still be able to get one if you act fast 'We have no interest in patient data in the UK': Palantir UK head defends record as criticisms rise Amazon’s new AI Bio Discovery tool can provide ‘every researcher’ with ‘lab-in-the-loop drug discovery’ – 40+ AI biology models can filter 300,000 novel antibody candidates down to the top results for testing in just weeks Over 100 Chrome Web Store extensions found stealing user data from thousands of accounts Europe wants tech sovereignty but is this realistic? Enterprise AI governance cannot live in a prompt. So where is the safety net? Why 2026 is the year of flexibility without friction: solving the multi-platform crisis OpenAI reveals its Mythos rival designed for cybersecurity pros When cyberattacks are inevitable, recovery becomes the strategy Closing the cloud complexity gap LaLiga uses AI to fight illegal streaming that costs its clubs $800m a year Intel and Google expand long-term chip partnership to power AI systems 'Chatbots respond not just to what you ask, but how you ask it': Report finds AI agents might be sucking up to… 'Smartphones have physical limitations': Report explains why AI is kickstarting a billion-dollar hardware arms… 'I’m pretty sure actually we really do not need to work for five days' Zoom CEO calls for end of traditional work schedules — says 3-day working week should become the norm 'It's more common than you think': Experts reveal how hackers are trying to hijack your inbox with these… 'This wasn’t just phishing — it was a full-service cybercrime platform': FBI reveals takedown of notorious W3LL phishing operation targeting thousands of victims From cloud to Agentic AI: Why security must evolve faster than innovation Basic-Fit gym group data breach exposes details of over 1 million members — here's what we know ‘Authorities can ask them to hand over data’: Report claims over 80% of Europeans don’t trust US and Chinese businesses to handle their data – Europe is desperate for homegrown AI, cloud, and telecoms as the rift with the US grows Booking.com confirms reservation data breach — tells customers hackers 'may have been able to access certain… Agility is the key to protecting against Malware-as-a-Service (MaaS) Rockstar hackers publish 78.6 million stolen records — but many of us will be disappointed Adobe issues emergency security patch — Reader and Acrobat users need to update now OpenAI flags third-party data issue — all macOS users should update now Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Hackers use Claude and ChatGPT in 'a significant evolution in offensive capability' to breach government agencies, leak hundreds of millions of citizen records ‘You’re effed’: Palantir CEO says AI ‘will destroy humanities jobs’ – but Gen Z workers are apparently deliberately sabotaging AI rollouts in an effort to fight back 'This is not your typical run-of-the-mill malware': CPUID download page hacked and tools replaced with links… Anthropic is bringing Claude's AI power to Microsoft Word How businesses can turn AI pilots into scalable solutions AI can transform customer experiences – when it lives up to its promise 'Regain control of our digital destiny': France to ditch Windows for Linux to reduce reliance on US tech How the memory crisis is strangling the UK's data center boom ‘No Decision’ is the new breach: Why inaction is becoming a career risk for CISOs in 2026 'That shouldn’t translate into investing in AI blindly, without a clear strategy': Experts warn UK firms want to keep spending big on AI - even if they can't prove it makes a difference How AI is rewriting the ERP investment playbook Rockstar confirms major third-party data breach: GTA VI maker says 'no impact on our organization or our… How to deploy physical AI effectively '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… 'Just not sustainable': Why your monthly £25 broadband internet bill could soon hit £45 '$15K bill destroyed a solo developer’s startup': How hackers are using leaked Google API keys to… '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… 'AI is a once-in-a-lifetime opportunity': Amazon CEO Andy Jassy lays out his '6 truths' for the… 'A self-inflicted hit': Washington state just rolled back sales tax exemptions for AI data centers worth… 'There’s no one-size-fits-all office chair': Vari explains the design decisions behind its award-winning… 'Small business owners have significant creative control from start to finish' — VistaPrint reveals the… 'Experts' to rent for $1 per month: Hostinger debuts 7-person AI team to help SMBs save thousands on… 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' '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 '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 Introducing Perspectives — the new home for premium contributed content on TechRadar Pro The New Internet is Coming Lazarus and Kimsuky prove why infrastructure-level analysis is crucial for cybersecurity Claude Cowork is now available for enterprise use, adds analytics, access controls and more The internet has a trust problem - identity needs to travel OpenAI halts £31 billion Stargate UK project over rising energy costs and regulatory deadlock The 70% rule: Why your AI strategy is a people strategy Top WordPress Slider plugin hijacked to spread malware — here's what to look out for Why CIOs need a single source of truth for digital operations No, Elon Musk doesn't want to give you a $5,000 tax refund — it's a scam, here's what to look out… Intermedia Unite review 2026 Why enterprise AI will be defined by integration, not model aggregation ‘It’s a potential national security threat’: Proton study finds over 3,500 US legislators’ official emails leaked and exposed on the dark web Microsoft warns worrying security flaw exposed over 50 million Android users, says 'user credentials and financial… Google Chrome rolls out a new tool to try and stop infostealer malware in its tracks How to submit an article for TechRadar Pro Perspectives 'Orwellian Notion': Federal workers can access Claude AI again after judge ditches Trump's Anthropic ban 'Almost 100 TOPS': GMKTec debuts powerful AI Mini PC that supports three 8K screens and costs less than you… 'Remember BlackBerry?': Iconic phone maker’s patents used to hit Brother in a massive lawsuit that could… Breach exposes sensitive LAPD files stored in city attorney system ‘FlamingChina’ hacker claims to have stolen over 10 petabytes of advanced military data from China’s National Supercomputing Center in possibly the biggest hack of all time Mac users beware — experts say this attack 'stood out immediately' by making a major change to try… Could AMD's former foundry be quietly building up to become a major Arm — and AMD — rival? Now that's different - hackers use miniature SVG images to try and hide credit card stealer "A future-proof powerhouse for demanding tasks": MSI's RTX5090 creative laptop gets a $300 price cut… Closing the implementation gap in America's cyber strategy UK NHS chief champions Palantir’s 'outstanding results’ in England, pushes for deeper rollout despite… French email provider accidentally leaked 40 million records — L’Oreal, Renault, French government data…
Quantum’s “ChatGPT moment” is coming - and it won’t be driven by hardware
Sean Harpur · 2026-05-15 · via Latest from TechRadar in Pro

Every groundbreaking shift in computing follows a similar path.

First, the infrastructure is built. Engineers develop the machines, the networks and the platforms that make a new technology possible. At this stage, progress is measured in technical milestones - faster processors, better performance, greater stability.

CEO of Moth.

Software emerges that makes the technology usable. Developers create tools and applications that allow people to actually do something with it.

That is the point where a technology moves beyond experimentation and begins to reshape industries.

We have seen this pattern time and again. Personal computing only became transformative when software made machines usable at scale. Smartphones changed the world not because of the device itself, but because of the app ecosystems built around them. Cloud computing followed the same trajectory.

More recently, artificial intelligence reached a tipping point when software made it accessible - turning a powerful but abstract capability into something millions of people could use. That was its “ChatGPT moment.”

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

Quantum computing is now moving toward its own version of that shift.

Quantum software

For years, the conversation has been dominated by hardware. How many qubits a system has. How stable those qubits are. How quickly researchers can overcome the deep engineering challenges that have defined the field.

These are important questions. But they are no longer the only ones that matter.

Signals across the industry suggest a change in focus. Recent investment by IBM into quantum software startups highlights a growing recognition that the next phase of progress will not be defined solely by hardware advances, but by what can be built on top of them.

Alongside this, a growing ecosystem of developer tools and early-stage applications is beginning to take shape. For the first time, people outside of specialist research environments are starting to experiment with quantum systems in more practical ways - an early sign of how accessibility will drive the next phase of growth.

The key question is shifting from “how powerful are these systems?” to “what can we actually do with them?”

So far, answers have largely centered on sectors such as pharmaceuticals and finance. These are logical early use cases. Quantum systems are well suited to complex optimization and simulation problems, making them valuable for areas like drug discovery, chemistry and financial modelling. But this is just the beginning.

Complex systems

Quantum computing is fundamentally about exploring complex systems. And many of today’s most dynamic industries are built on exactly that kind of complexity.

The creative industries are a strong example.

Gaming, media, music and entertainment all rely on systems driven by probability, patterns and generative processes. From procedural game environments to generative music and advanced visual effects, these sectors are already pushing the limits of classical computing.

Classical systems are powerful, but they tend to work through possibilities step by step or rely on approximations. As complexity increases, the number of possible outcomes grows rapidly, making it harder to explore truly rich or unpredictable scenarios. This is why even advanced tools can still produce repetition or limits in creative output.

Quantum-powered software introduces a different way of navigating these systems. Instead of working through possibilities sequentially, it enables exploration across vast and complex spaces in new ways.

In gaming, for example this could mean environments that evolve in less predictable ways, richer procedural worlds, or entirely new forms of interaction driven by probability rather than fixed rules.

Instead of designing every outcome, developers can create systems that continuously generate new possibilities - opening the door to more immersive experiences.

For developers, creators and artists, this could mean new approaches to building worlds, generating content and designing interactive experiences. This is not a distant or theoretical shift. It is already starting to happen.

Quantum dynamics as a creative substrate

A new generation of quantum software companies is exploring how these ideas can be translated into real tools. As a business we are using quantum dynamics as a creative substrate - introducing new quantum-generated aesthetics into game development and generative music.

The focus is now on bridging quantum systems and the creative industries - turning what has traditionally been abstract and highly technical into tools that developers and creators can begin to experiment with directly.

The goal is not to replace existing tools, but to expand what is possible. Quantum approaches offer new ways of thinking about variation, emergence and complexity - concepts that sit at the heart of modern creative production.

As the technology continues to evolve, these capabilities are likely to surface in places we do not yet expect - just as AI applications did before them. This is why the conversation around quantum computing needs to broaden.

The defining breakthroughs of the next phase will not be measured purely in hardware metrics. They will come from the software layer - from the applications that make quantum systems useful, usable and accessible.

Hardware will always be critical. But history shows that the technologies that change the world are those where software unlocks entirely new possibilities.

Quantum computing is entering that phase now.

And in the near future, some of the most interesting breakthroughs may emerge not from the sectors we expect, but from the intersection of creativity and complexity.

We've featured the best business computer.

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