温馨提示：本站仅提供公开网络链接索引服务，不存储、不篡改任何第三方内容，所有内容版权归原作者所有
AI智能索引来源：http://www.ms.com/ideas/neuromorphic-computing-ai-brain
点击访问原文链接

Neuromorphic Computing: AI Brain in a Chip | Morgan Stanley

进入原网站 导航首页
Neuromorphic Computing: AI Brain in a Chip | Morgan Stanley Investor Relations Media Relations Client Login Client Login Morgan Stanley Online Morgan Stanley at Work Research Portal Matrix

Morgan Stanley Online

Morgan Stanley at Work

Research Portal

Matrix

Our Insights Our Insights Personal Finance Market Trends Technology & Disruption Sustainability Diversity & Inclusion STAY UP TO DATE Sign Up For Our Newsletter Listen To Our Podcasts

At Morgan Stanley, we lead with exceptional ideas. Across all our businesses, we offer keen insight on today's most critical issues.

Personal Finance

Learn from our industry leaders about how to manage your wealth and help meet your personal financial goals.

At Morgan Stanley, we lead with exceptional ideas. Across all our businesses, we offer keen insight on today's most critical issues.

Market Trends

From volatility and geopolitics to economic trends and investment outlooks, stay informed on the key developments shaping today's markets.

At Morgan Stanley, we lead with exceptional ideas. Across all our businesses, we offer keen insight on today's most critical issues.

Technology & Disruption

Whether it’s hardware, software or age-old businesses, everything today is ripe for disruption. Stay abreast of the latest trends and developments.

At Morgan Stanley, we lead with exceptional ideas. Across all our businesses, we offer keen insight on today's most critical issues.

Sustainability

Our insightful research, advisory and investing capabilities give us unique and broad perspective on sustainability topics.

At Morgan Stanley, we lead with exceptional ideas. Across all our businesses, we offer keen insight on today's most critical issues.

Diversity & Inclusion

Multicultural and women entrepreneurs are the cutting-edge leaders of businesses that power markets. Hear their stories and learn about how they are redefining the terms of success.

Featured 2026 Outlooks Insights Hard Lessons Insights Thoughts on the Market Insights What We Do What We Do Wealth Management Investment Banking & Capital Markets Sales & Trading Research Investment Management Morgan Stanley at Work Sustainable Investing Inclusive & Sustainable Ventures

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Wealth Management

We help people, businesses and institutions build, preserve and manage wealth so they can pursue their financial goals.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Investment Banking & Capital Markets

We have global expertise in market analysis and in advisory and capital-raising services for corporations, institutions and governments.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Sales & Trading

Global institutions, leading hedge funds and industry innovators turn to Morgan Stanley for sales, trading and market-making services.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Research

We offer timely, integrated analysis of companies, sectors, markets and economies, helping clients with their most critical decisions.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Investment Management

We deliver active investment strategies across public and private markets and custom solutions to institutional and individual investors.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Morgan Stanley at Work

We provide comprehensive workplace financial solutions for organizations and their employees, combining personalized advice with modern technology.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Sustainable Investing

We offer scalable investment products, foster innovative solutions and provide actionable insights across sustainability issues.

Morgan Stanley helps people, institutions and governments raise, manage and distribute the capital they need to achieve their goals.

Inclusive & Sustainable Ventures

From our startup lab to our cutting-edge research, we broaden access to capital for entrepreneurs and spotlight their success.

Featured Get Matched with a Financial Advisor Wealth Management Explore What We Offer E*TRADE from Morgan Stanley Watch Our Client Success Stories The Morgan Stanley Blueprint About Us About Us Core Values Leadership History Locations Diversity Sustainability Giving Back Technology Sponsorships

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Core Values

Everything we do at Morgan Stanley is guided by our five core values: Do the right thing, put clients first, lead with exceptional ideas, commit to diversity and inclusion, and give back.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Leadership

Morgan Stanley leadership is dedicated to conducting first-class business in a first-class way. Our board of directors and senior executives hold the belief that capital can and should benefit all of society.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

History

From our origins as a small Wall Street partnership to becoming a global firm of more than 80,000 employees today, Morgan Stanley has been committed to clients and communities for 90 years.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Locations

The global presence that Morgan Stanley maintains is key to our clients' success, giving us keen insight across regions and markets, and allowing us to make a difference around the world.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Diversity

Morgan Stanley is differentiated by the caliber of our diverse team. Our culture of access and inclusion has built our legacy and shapes our future, helping to strengthen our business and bring value to clients.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Sustainability

Our firm's commitment to sustainability informs our operations, governance, risk management, diversity efforts, philanthropy and research.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Giving Back

At Morgan Stanley, giving back is a core value—a central part of our culture globally. We live that commitment through long-lasting partnerships, community-based delivery and engaging our best asset—Morgan Stanley employees.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Technology

As a global financial services firm, Morgan Stanley is committed to technological innovation. We rely on our technologists around the world to create leading-edge, secure platforms for all our businesses.

Since our founding in 1935, Morgan Stanley has consistently delivered first-class business in a first-class way. Underpinning all that we do are five core values.

Sponsorships

At Morgan Stanley, we believe creating a more equitable society begins with investing in access, knowledge and resources to foster potential for all. We are committed to supporting the next generation of leaders and ensuring that they reflect the diversity of the world they inherit.

Careers Careers Students & Graduates Opportunities Experienced Professionals Opportunities Technology Professionals Experienced Financial Advisors

We believe our greatest asset is our people. We value our commitment to diverse perspectives and a culture of inclusion across the firm. Discover who we are and the right opportunity for you.

Students & Graduates

A career at Morgan Stanley means belonging to an ideas-driven culture that embraces new perspectives to solve complex problems. See how you can make meaningful contributions as a student or recent graduate at Morgan Stanley.

We believe our greatest asset is our people. We value our commitment to diverse perspectives and a culture of inclusion across the firm. Discover who we are and the right opportunity for you.

Experienced Professionals

At Morgan Stanley, you’ll find trusted colleagues, committed mentors and a culture that values diverse perspectives, individual intellect and cross-collaboration. See how you can continue your career journey at Morgan Stanley.

We believe our greatest asset is our people. We value our commitment to diverse perspectives and a culture of inclusion across the firm. Discover who we are and the right opportunity for you.

Experienced Financial Advisors

At Morgan Stanley, our premier brand, robust resources and market leadership can offer you a new opportunity to grow your practice and continue to fulfill on your commitment to deliver tailored wealth management advice that helps your clients reach their financial goals.

Featured Explore Our Culture Careers Yes, You Can Be a Tech Innovator at Morgan Stanley Technology CLEAR Research The Next Frontier in AI: Computers That Think Like Humans Apr 25, 2023

Cognitive computing creates potential investment opportunities, as companies develop the technology and use it to transform their business.

Key Takeaways Cognitive computing harnesses reams of data to simulate the human thought process and address complex problems. Neuromorphic computing could power robots, self-driving cars and smart devices while using significantly less processing power than existing technology. Companies that create the technology could outperform, but there may be more upside in companies that use it to fuel efficiency and growth. Computers that can “think” like humans and solve complex problems may be the next frontier in a new era of artificial intelligence (AI). They may also represent a significant investment opportunity—both in the companies developing these solutions and the companies using them to transform their industries.

 

Cognitive computing builds on the existing ability of generative AI to answer questions and create text, audio and images based on user prompts. “Cognitive computing is still primitive, its potential to develop real-time insights from torrents of data currently meaningless to humans and machines alike will drive competition and economic value,” says Shawn Kim, head of Morgan Stanley Research’s Asia technology team.

 

Understanding the Innovation Two major classes of cognitive computing systems are expected to emerge. The first can perform tasks independently without human intervention, such as the operation of autonomous vehicles, personal assistants and drones. The second augments human capabilities—for example, collaborating with a physician to diagnose diseases or even perform surgery.

 

This new evolutionary AI hinges largely on the emergence of “neuromorphic” computing, a chip-based technology that uses artificial neurons to mimic the functions and characteristics of the human brain and drive improvements in costs, efficiency and processing.

 

"It’s critically important that investors and companies begin to understand these developments, because they will shape business models for decades to come," says Kim. "Investing in such technology will be crucial to the long-term prospects of many firms."

 

Speaking Human The world’s largest tech companies have already made artificial intelligence central to their applications through deep learning methods that use neural networks to artificially replicate the structure and functionality of the brain. The systems are adept at pattern recognition, natural language processing, complex communication, learning and other—once exclusively human—activities. They can cover a broad range of applications, from cognitive consumer devices, such as smartphones, to robotics and infrastructure or utilities.

 

Cognitive computing would bring with it fundamental differences in how systems are built and how they interact with humans. Cognitive systems go beyond tabulating and calculating based on pre-configured rules and programs. Instead, they build knowledge and learn, understand natural language, and reason and interact more naturally with humans, potentially even "speaking" like humans.

 

"Humans no longer do the directing. The more data a cognitive system can access, the more accurate it becomes—just like a growing child," says Kim.

Ultimately, neuromorphic chips could power a range of artificial applications, because of their capacity to sense, learn, infer and make real-time decisions, without explicit instructions in code or millions of prior examples to learn from. Shawn Kim Head of Asia Technology Research for Morgan Stanley Chips That Think…and Feel? Neuromorphic computing is leading the advances in cognitive systems, promising to bring exponential improvements in computing performance.

 

In a major departure from existing technology, which requires significant processing power, learning capabilities can be directly performed on a chip itself. This could help reduce operating costs, yield faster computing speeds and response times and facilitate the ability to perform multiple tasks simultaneously.

 

Researchers have already made significant progress creating neuromorphic chips that store and retrieve large amounts of information simultaneously.

 

“Ultimately, neuromorphic chips could power a range of artificial applications, because of their capacity to sense, learn, infer and make real-time decisions, without explicit instructions in code or millions of prior examples to learn from,” says Kim.

 

Neuromorphic chips could eventually be used in robots, self-driving vehicles and smart devices since they are small and power-efficient while able to act as the eyes, ears and noses of conventional and cognitive computers. They could be used to interact with the environment in real time and spot any patterns that are out of the ordinary (such as reacting to a reckless driver).

 

The chips may also find their way into smartphones, wearables and other handheld devices. "These innovations may go unnoticed today before becoming mandatory and ultimately dominant tomorrow," says Kim.

 

Opportunities and Caution Ahead Current tech leaders with mature platforms are best positioned to benefit in the era of cognitive computing, given the large capital requirements and computing intensity needed to build and maintain the complex models, as well as the importance of scaled, unique data sets. Key data-center providers could also see upside as demand for computing power rises.

 

However, says Kim, “We see more compelling opportunities among adopters of cognitive computing, especially to increase productivity and fuel growth.” Data scientists and machine learning experts, for example, would be freed from training AI systems at every step and could instead redirect their time.

 

As the technology continues to develop, investors and adopters will need to be alert to the ethical implications of its use. In a recent open letter by the Future of Life Institute, a group of leaders in AI, tech and academic institutions, among others, called for a pause of at least six months in the training of advanced AI systems so we can all better understand the risks these systems may have for society and humanity. Such risks include data security and privacy, impact on employment, ingrained bias and safety concerns. It will be important to weigh the potential benefits of this technology against such risks.

7275232 63766 3CD19151-F46C-4595-84CF-8EEC3E05FD19

Sign up to get Morgan Stanley Ideas delivered to your inbox.

Email Address Email Address (Required) Invalid Email Address Subscribe

Thank You for Subscribing!

Would you like to help us improve our coverage of topics that might interest you? Tell us about yourself.

default-msdotcom-options true Submit Thank You for Taking the Survey! Thank you for taking the survey to help improving our newsletter. We value your feedback. More Insights Research Tapping the $6 Trillion Opportunity in AI Artificial intelligence has reached an inflection point as it offers game-changing innovations in technology for consumers. Research Where the Carbon Offset Market Is Poised to Surge Decarbonization strategies are driving a rapidly evolving market for offsets. Where are the opportunities? Investment Banking Tech Industry Balances Efficiency and AI Opportunities Our Technology, Media and Telecom Conference highlights industry trends in generative AI, data observability, supercomputing and software. Research Tapping the $6 Trillion Opportunity in AI Research Where the Carbon Offset Market Is Poised to Surge Investment Banking Tech Industry Balances Efficiency and AI Opportunities Disclosures Investor Relations Corporate Governance Newsroom Careers Contact Us Global Offices Equal Employment Opportunity Cybersecurity Terms of Use Privacy & Cookies Your Privacy Choices

© 2026 Morgan Stanley. All rights reserved.

智能索引记录