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

Vercel News
Vercel News
Recorded Future
Recorded Future
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
The GitHub Blog
The GitHub Blog
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Google DeepMind News
Google DeepMind News
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Microsoft Azure Blog
Microsoft Azure Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
M
MIT News - Artificial intelligence
云风的 BLOG
云风的 BLOG
Y
Y Combinator Blog
N
News | PayPal Newsroom
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Help Net Security
Help Net Security
博客园 - Franky
SecWiki News
SecWiki News
Recent Announcements
Recent Announcements
T
Troy Hunt's Blog
The Register - Security
The Register - Security
The Last Watchdog
The Last Watchdog
Webroot Blog
Webroot Blog
S
Security Affairs
博客园 - 司徒正美
S
Schneier on Security
I
InfoQ
博客园_首页
www.infosecurity-magazine.com
www.infosecurity-magazine.com
T
Threat Research - Cisco Blogs
Forbes - Security
Forbes - Security
腾讯CDC
N
Netflix TechBlog - Medium
N
News and Events Feed by Topic
Cloudbric
Cloudbric
T
The Exploit Database - CXSecurity.com
P
Proofpoint News Feed
A
About on SuperTechFans
Engineering at Meta
Engineering at Meta
Recent Commits to openclaw:main
Recent Commits to openclaw:main
B
Blog
V
Vulnerabilities – Threatpost
C
Check Point Blog
Google DeepMind News
Google DeepMind News
Google Online Security Blog
Google Online Security Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
Hacker News - Newest:
Hacker News - Newest: "LLM"
C
Cisco Blogs
Schneier on Security
Schneier on Security
O
OpenAI News
K
Kaspersky official blog

Forbes - Innovation

Why Do Humans Have Fingerprints? Hint: It’s Not What You Think Booking.com Confirms Data Breach, Reservation PIN Codes Changed Why Major News Sites Are Blocking The Internet Archive’s Wayback Machine iPhone Fold Release Date: New Report Details Frustrating Apple News Comet Tracker: How To See Pan-STARRS And Three Planets On Wednesday NYT Mini Crossword Today: Tuesday, April 14 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Tuesday, April 14 (It’s A Little Unclear) Today’s Wordle #1760 Hints And Answer For Tuesday, April 14 Most Of The Microplastics In Urban Air Come From Tires Today’s Wordle #1759 Hints And Answer For Monday, April 13 NYT Mini Crossword Today: Monday, April 13 Hints And Answers NYT Pips Today: Hints, Answers And Walkthrough For Monday, April 13 The YC Chief Who Codes 10,000 Lines A Day Has A Simple Secret Samsung Expands One UI 8.5 Beta To More Galaxy Owners Why You Should Stop Using Your iPhone If It’s On This List Chamath Says Firms That Treat AI As A Strategy Hand Rivals Their Edge 3 Unexpected Habits Of Secure Couples, By A Psychologist The First Lamp That Folds Your Clothes Samsung’s Disappointing Price Update For Galaxy Phone Buyers 3 Subtle Signs Someone Is Falling In Love With You, By A Psychologist Do Mantis Shrimp See More Colors Than Humans? A Biologist Explains NYT Connections Answers Explained For Monday, April 13 (#1,037) NYT Connections Hints Today: Monday, April 13 Clues And Answers (#1,037) LEGO Luigi & Mach 8 (72050) Review: 2026’s Best Set Yet? Marc Andreessen Says AI Productivity Will Trigger A Hiring Boom 3D Printing Is The Ultimate Hack To Reduce Household Spending Apple iPhone Fold: Striking Design Revealed In Leaked Photos Apple Smart Glasses: New Leak Reveals A Major Design Twist To Beat Meta Tested: The AI Coming To The Rivian R2 Quordle Hints Today: Monday, April 13 Clues And Answers Companies And H-1B Employees Endure Immigration Waits At Consulates 3 Easy Ways To Turn Anxiety Into Sustained Focus, By A Psychologist Here’s The Most Affordable Humanoid Robot You Can Buy Now UFC 327 Results: 5 Biggest Takeaways From A Wild Night In Miami UFC 327 Results, Bonus Winners, Highlights And Reactions Dana White Announces Huge New Fight For UFC White House Today’s NYT Strands Hints, Spangram, Answers: Sunday, April 12 (Get Ready) Tesla ‘Model 2’ Rises From The Ashes Today’s Wordle #1758 Hints And Answer For Sunday, April 12 NYT Pips Today: Hints, Answers And Walkthrough For Sunday, April 12 Tyson Fury Vs. Arslanbek Mahkmudov Results: Highlights and Reaction NYT Mini Crossword Today: Sunday, April 12 Hints And Answers How Shadow AI Culture Is Destroying Your Business Venture Capital Funds That Market Like Startups Win More Deals Conor Benn Vs. Regis Prograis Results: Highlights and Reaction Samsung’s Disappointing Price Update For Galaxy Phone Buyers Artemis Reached The Moon. The Grid Can Reach The 21st Century A Biologist Explains How Archerfish Shoot Down Prey. Hint: Their Aim Rivals Human Throwing Is It Time For Apple To Forget About The MacBook Air NYT Connections Hints Today: Sunday, April 12 Clues And Answers (#1036) Trump’s 2027 Budget To Reshape U.S. Environmental And Energy Policy CDC Delays Reporting Of COVID-19 Vaccine Benefits—Here’s What To Know Oura Has Designed A Solution To A Big Smart Ring Problem Netflix’s Best New Show Has A Near-Perfect 95% Rotten Tomatoes Score Coachella 2026 Is Being Taken Over By Creator Streams Quordle Hints Today: Sunday, April 12 Clues And Answers This Startup Wants To Use AI To Help Digitize History How To Get The Best Shield In ‘Crimson Desert’ Microsoft Venom Attack Targets C-Suite Executives ‘Maul: Shadow Lord’ Sets Even More Star Wars Rotten Tomatoes Records 3 Ways Happy Couples Argue Differently, By A Psychologist Success For Leapmotor Might Have Negatives For Stellantis New Names Surface As Potential Rogue And Wonder Woman In The MCU And DCU 4 Reasons Artemis Mission Matters Even If You Think It Is Wasteful Fast ‘Crimson Desert’ Patch Adds New Moves, Shield Hiding And One Great Feature Why Do Humans Blush? An Evolutionary Biologist Explains The Signal We Can’t Control Apple iPhone Fold: Striking Design Revealed In Leaked Photos Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update iOS 26.4.1 Release: Crucial iPhone Feature Update Arrives, But No Security Fix Fury vs. Makhmudov Full Card, Ring Walk Times and How to Watch Can’t Stand Liquid Glass? This New Hidden iPhone Setting Is A Game-Changer Test-Driving The 2026 Changan Deepal S05: Italian Style Made In China NSA Warning—Reboot Your Internet Router Now Ways That Human-AI Collaboration Slides People Into ‘AI Brain Fry’ And Cognitive Downturns Stop Using These Networks—Google, NSA And TSA Warn NASA Changes Moon Plan: Landing Now Depends On SpaceX Or Blue Origin Samsung Expands One UI 8.5 Beta To More Galaxy Owners The Evolution Of Programmable Hardware At Xilinx NYT Mini Today: Saturday, April 11 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Saturday, April 11 (You’re Putting Me On) Splashdown! NASA’s Artemis II Returns To Earth After Moon Mission Attention Is All You Need. The Human Kind Is Still The One That Counts Today’s Wordle #1757 Hints And Answer For Saturday, April 11 NYT Pips Today: Hints, Answers And Walkthrough For Saturday, April 11 Android Circuit: Galaxy S27 Pro Emerges, Honor 600 Pre-Order Offers, Pixel 11 Display Leaks Apple Loop: iPhone 18 Pro Leak, Urgent iOS Update, MacBook Neo Issues Morgan Stanley Has Mostly Positive Outlook On Tesla Robotaxi, FSD V15 Running Out Of AI Tokens Faster Than Ever? Here’s Why CoreWeave Shares Pop 13% After Anthropic Deal ‘Euphoria’ Season 3’s Rotten Tomatoes Score Crashes, Has Lost Key Player People Don’t Agree On What AI Can Do, But They Don’t Even Use The Same Product ‘Overwhelming’—Google Issues Gemini Update For Gmail Users NYT Connections Hints Today: Saturday, April 11 Clues And Answers (#1035) Quordle Hints Today: Saturday, April 11 Clues And Answers The Costly Dream Of Space-Based AI Infrastructure Can You See The Watcher In This ‘Daredevil: Born Again’ Shot? Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update You Just Watched The Backdoor Pilot For ‘The Pitt: Night Shift’ Are Nicotine Pouches Like Zyn And VELO Safe To Use? A Doctor Answers Human Resources (HR) Is The Key To AI Success Per WalkMe ( SAP)
The Emerging Computing Ecosystem: AI, Quantum, Biological, And Chemical
Chuck Brooks · 2026-06-24 · via Forbes - Innovation
Computer networking concepts

Computer networking concepts

getty

There is a profound change taking place in the computing ecosystem. For decades, traditional silicon-based systems have fueled the digital economy, but they now face efficiency and physical constraints. As a result, a dynamic new ecosystem is emerging that combines advanced paradigms such as artificial intelligence (AI), quantum computing, exascale supercomputers, biological (DNA and molecule) computing, chemical and neuromorphic techniques, and others. This convergence has the potential to address some of the most difficult problems facing humanity while generating significant economic benefit for various sectors.

As someone who has kept a close eye on these advancements for my Forbes columns, I see the convergence as a strategic turning point for inventors, business executives, and legislators rather than a singular technological advancement. Early commercial benefits are surfacing, investments are increasing, and hybrid deployments are under way. Businesses who take the lead in this ecosystem will have a major competitive advantage in terms of resilience, efficiency, and creativity.

digital transformation. AI data. innovations and technology.

getty

AI: The Layer of Strategic Intelligence

From a promising tool, AI has developed into a vital business accelerator that powers everything from autonomous operations to predictive analytics. Advanced models provide measurable ROI in supply chain management, risk assessment, and customer experience because they are exceptional at pattern identification, natural language comprehension, and real-time optimization.

But augmentation is where it has the most potential. AI is already creating more effective hardware, scaling intricate simulations, and optimizing algorithms for various computing platforms. To maximize value while reducing risks, CEOs should concentrate on responsible deployment, addressing energy demands, data quality, and governance.

Additionally, AI is increasingly acting as a catalyst for enhanced computing and scientific advancement. For instance, Google’s AI-powered AlphaFold technology has significantly accelerated biological and pharmaceutical research by accurately predicting the structures of over 200 million proteins. Additionally, AI is being used to optimize quantum algorithms, data center operations, and semiconductor design, serving as the orchestration layer for next-generation computing ecosystems.

Citation:
https://deepmind.google/technologies/alphafold/ DeepMind AlphaFold

Quantum computer

getty

Quantum Computing: Increased Ability to Solve Problems

The capacity to use quantum mechanics—superposition, entanglement, and interference—to process information in ways that go beyond classical bounds makes quantum computing unique. Practical utility is getting closer thanks to recent milestones, such as developments from IBM, Google, IonQ, Quantinuum, and others.

The advancement of quantum mechanics is quickening. In 2025, IonQ announced a quantum computing performance milestone by achieving 99.99% two-qubit gate fidelity, a key benchmark for reducing computational mistakes and enabling scalable quantum systems. IBM, meanwhile, announced its "Loon" quantum processor and roadmap with the goal of delivering useful, fault-tolerant quantum computing by the end of the decade. These developments imply that quantum utility would be available sooner than many industry observers had anticipated.

Government research labs, financial services firms, and pharmaceutical companies are already testing cloud-based hybrid quantum-classical systems. Businesses that start preparing for quantum readiness now will be in a better position to deal with the cybersecurity ramifications of "Q-Day" and the introduction of practical quantum advantage.

• IonQ Quantum Performance Record: https://www.ionq.com/news/ionq-achieves-landmark-result-setting-new-world-record-in-quantum-computing • IBM Quantum Roadmap: https://www.reuters.com/technology/ibm-says-loon-chip-shows-path-useful-quantum-computers-by-2029-2025-11-12/

Important skills for society and business include:

• Molecular Simulation and Discovery: Potential speedups in drug research, materials science, and battery innovation might revolutionize the pharmaceutical and energy industries.

• Optimization: By resolving challenging combinatorial issues, optimization is transforming portfolio management, finance, and logistics.

• Cybersecurity Implications: By enabling quantum-safe alternatives and secure communications through quantum key distribution, quantum computing puts established encryption standards at risk.

By the mid-2030s, industry projections suggest that value creation will reach hundreds of billions to trillions of dollars. Cloud access and hybrid quantum-classical systems are lowering obstacles, making it a strategic priority for company readiness and national competitiveness. Leaders should invest in post-quantum cryptography and start evaluating "Q-Day" concerns right away.

Cray-1 Super Computer (Photo by Charles O'Rear/Corbis via Getty Images)

Corbis via Getty Images

Supercomputers: Foundations of High Performance

Exascale supercomputers, such as the U.S. Frontier system, continue to provide unparalleled capability for large-scale modeling in advanced manufacturing, astronomy, and climate science. By managing workloads that quantum systems will eventually improve through hybrid designs, they act as crucial bridges.

This means speedier R&D cycles, more precise forecasting, and AI training at previously unheard-of levels for enterprises. Important success elements will be energy efficiency and integration with new paradigms.

medical technology concepts.

getty

DNA and Biological Computing: High-Density, Sustainable Innovation

With a processing speed of more than one quintillion calculations per second, Frontier became the first exascale supercomputer in history, located at Oak Ridge National Laboratory. Frontier is already being used by researchers to accelerate materials science discoveries, model climate systems, train sophisticated AI models, and simulate plasma turbulence related to nuclear fusion. These uses show how exascale computing has become a key component of AI and scientific advancement.
Citation:

• Frontier Supercomputer: https://www.olcf.ornl.gov/olcf-resources/compute-systems/frontier/ Biological computing uses cellular processes, DNA, and RNA for parallel processing and storage. The enormous needs of the data economy are met by DNA’s ability to store vast amounts of data in small volumes, with exceptional endurance and minimal energy consumption.

Applications include in vitro problem-solving for optimization projects and ultra-efficient archival storage. Bio-hybrid systems, which are still in the early stages of development, present viable avenues for environmentally friendly computing, especially when paired with silicon designs.

DNA-based storage solutions are already receiving funding from large IT businesses. Researchers at the University of Washington and Microsoft have shown that DNA archival storage can preserve data at densities close to an exabyte per cubic millimeter. Emerging commercial initiatives focus on the capacity to store terabytes of data in amounts equivalent to a single drop of water, which could revolutionize long-term archival storage for national archives, scientific records, and AI models.

Citations:

• Research on Microsoft DNA Storage: https://www.microsoft.com/en-us/research/project/dna-storage/

• Atlas DNA Storage: https://www.techradar.com/pro/after-nearly-ten-years-twist-bioscience-spin-off-plans-terabyte-scale-dna-storage-in-2026-intending-to-store-13tb-of-data-in-a-single-drop-of-water

Empowering the Future: Artificial Intelligence, Computer Chips, Processors, and Innovation. Digital Human Brain Symbolizing AI.

getty

Efficiency at the Edge: Chemical, Neuromorphic, and Other Innovative Methods

For extremely effective, low-power AI inference, neuromorphic devices imitate the structure of the brain. Reaction-based logic is investigated in chemical and molecular computing, and in-memory processing that lowers energy bottlenecks is made possible by new materials like organics and memristors.

These technologies excel in always-on sensors, autonomous systems, and edge deployments in the Internet of Things. They are essential for long-term digital transformation because of their capacity to provide brain-like plasticity at a fraction of the power cost.

Neuromorphic computing is quickly transitioning from lab studies to real-world applications. The Hala Point system, which is now the largest neuromorphic computing platform in the world, and Intel's Loihi 2 neuromorphic CPU are made to mimic the event-driven architecture of the brain while using a fraction of the power needed by conventional AI systems. In a similar vein, IBM's NorthPole chip significantly reduces data travel and boosts energy efficiency by integrating memory and processing on the same architecture. These systems hold great promise for applications where power efficiency is critical, such as autonomous vehicles, robotics, edge AI, space systems, and defense.

Citations:

• Intel Loihi 2: https://www.intel.com/content/www/us/en/research/neuromorphic-computing.html
• Intel Hala Point: https://newsroom.intel.com/artificial-intelligence/intel-builds-worlds-largest-neuromorphic-system-to-enable-more-sustainable-ai
• IBM NorthPole: https://www.ibm.com/think/topics/neuromorphic-computing


Convergence's Power: Future Strategic Possibilities

Integration—AI guiding quantum operations, supercomputers supporting hybrid simulations, biological systems offering sustainable storage, and neuromorphic hardware enabling effective edge intelligence—is the true game changer.

Hybrid Computing: Multiple Technologies Will Be Used in the Future

The most significant development is that no single computing paradigm is likely to rule the future. Rather, businesses will increasingly use hybrid architectures that integrate biological, quantum, AI, supercomputing, and neuromorphic systems. Workloads will be coordinated by AI, large-scale simulations will be carried out by supercomputers, optimization and chemical discovery will be handled by quantum processors, vast datasets will be archived by DNA storage, and low-power intelligence at the edge will be made possible by neuromorphic systems.

The development of cloud computing itself is reflected in this convergence. The future computing infrastructure will be a heterogeneous ecosystem that selects the right computing modality for each challenge, similar to how businesses currently operate across public cloud, private cloud, and edge settings. Organizations that successfully incorporate these competencies into a cohesive innovation strategy will emerge victorious.

This ecosystem promises innovations in next-generation materials, secure communications, climate solutions, and personalized medicine—creating new revenue streams and operational efficiencies. But it also brings with it issues with energy consumption, cybersecurity risks, ethical governance, and a lack of skills.

Business executives need to take decisive action by creating cross-functional teams, collaborating with innovators, conducting quantum risk assessments, and promoting favorable legislation. In addition to solving unsolvable issues, those who embrace this complex future will also shape the next phase of technology leadership and economic expansion.

The computing revolution is currently reshaping strategies, which are no longer in the future. The future will be shaped by the convergence of several disruptive technologies working together, rather than by a single breakthrough technology. To prosper in a world that is becoming more complicated, forward-thinking companies will invest in comprehending, testing, and expanding these capabilities.