• Home
  • News
  • Fortune 500
  • Tech
  • Finance
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
NewslettersEye on AI

From OpenAI to Nvidia, researchers agree: AI agents have a long way to go

Sharon Goldman
By
Sharon Goldman
Sharon Goldman
AI Reporter
Down Arrow Button Icon
Sharon Goldman
By
Sharon Goldman
Sharon Goldman
AI Reporter
Down Arrow Button Icon
August 5, 2025, 1:31 PM ET
Getty

Welcome to Eye on AI! AI reporter Sharon Goldman here, filling in for Jeremy Kahn, who is on holiday. In this edition…General Services Administration approves OpenAI, Google, Anthropic for federal AI vendor list…Consequences of AI spending boom on U.S. economy…Clay AI raises $100 million at $3.1 billion valuation.

Recommended Video

Only in the Bay Area does spending a Saturday geeking out about AI agents—alongside 2,000 students, researchers, and tech insiders crammed into UC Berkeley—feel like a totally normal weekend plan. As I picked up my badge at the day-long Agentic AI Summit and watched the line snake through the student union lobby, it felt less like an academic conference and more like Silicon Valley’s version of a buzzy New York brunch spot.

This was certainly due to the speaker lineup, which was stacked with top AI researchers and scientists, including Jakob Pachocki, chief scientist at OpenAI; Ed Chi, VP of research at Google DeepMind; Bill Dally, chief scientist at Nvidia; Ion Stoica, cofounder at Databricks & Anyscale, as well as a UC Berkeley professor; and Dawn Song, a pioneering UC Berkeley professor focused on AI security. 

The popularity also might have been due to the buzzy topic—AI agents, generally defined as an AI-powered system that can complete tasks, mostly autonomously, using other software tools. Think a chatbot not only suggesting a vacation itinerary, but also booking the flight and making the hotel reservation.

As my colleague Jeremy Kahn said in a recent article, “This kind of automation is a perennial C-suite fever dream. Over the past decade, companies embraced ‘robotic process automation,’ or RPA. This was software that could automate repetitive tasks, such as cutting and pasting between database programs. But traditional RPA systems are inflexible and unable to deal with exceptions, and can usually handle only one narrow task.” Agentic AI is meant to be both more flexible and powerful, adapting to business needs.

In a January 2025 blog post, OpenAI CEO Sam Altman said, “We believe that, in 2025, we may see the first AI agents ‘join the workforce’ and materially change the output of companies.”

But despite the hype, the overall message at the Agentic AI Summit was cautious and grounded: Agents may be the buzziest trend in AI right now, but the tech still has a long way to go, they said. AI agents, unfortunately, aren’t always reliable. They may not remember what came before.

Google DeepMind’s Chi, for example, stressed the gap between what agents can do in curated demos versus what’s still needed in real-world production environments. Pachocki highlighted concerns around the safety, security, and trustworthiness of agentic systems, particularly when they’re integrated into sensitive applications or operate autonomously. 

“I still don’t think agents have really lived up to their promise,” said Sherwin Wu, head of engineering at OpenAI API. “Certain more generic cases have worked, but my day-to-day work doesn’t really feel that different with agents.”

While today’s agents may not currently live up to the massive hype (consider Salesforce CEO Marc Benioff’s recent claim that a shift to digital labor means he will be the “last CEO of Salesforce who only managed humans”), the speakers at the Agentic AI Summit still had plenty of optimism to share. Databricks’ Stoica expressed enthusiasm about infrastructure improvements that are making it easier to build agentic systems. Nvidia’s Dally suggested that continued hardware advances will enable more powerful and efficient agent behavior. Several pointed out “narrow wins” in specific domains, like coding.

Today’s AI agents may still have growing pains, but given the crowded UC Berkeley ballroom, the industry maintains its eye on the prize: AI agents that can reliably operate in the real world. The payoff, they believe, will be well worth the wait.

With that, here’s more AI news.

Sharon Goldman
sharon.goldman@fortune.com
@sharongoldman

AI IN THE NEWS

U.S. agency approves OpenAI, Google, Anthropic for federal AI vendor list. Reuters reported today that the General Services Administration, which is the U.S. government's central purchasing arm, added OpenAI's ChatGPT, Google's Gemini, and Anthropic's Claude to a list of approved AI vendors in order to accelerate use of the technology by government agencies. The tools will be available to the agencies through a platform with contract terms in place. The GSA said approved AI providers "are committed to responsible use and compliance with federal standards."

The AI spending boom could have real consequences for the U.S. economy. According to the Washington Post, Big Tech’s record-breaking investment in artificial intelligence—more than $350 billion this year from Google, Meta, Amazon, and Microsoft—is becoming a major economic force, even as the broader U.S. economy shows signs of slowing. While job growth is cooling, this massive AI spending spree is fueling construction of data centers and driving demand for chips, servers, and networking gear—potentially boosting GDP growth by up to 0.7% in 2025. But economists warn the growing reliance on tech giants to prop up the economy is risky: if the AI boom loses steam, the economic fallout could be significant. 

AI sales tool Clay raises $100 million at a $3.1 billion valuation. The New York Times Dealbook reported that Clay, which helps sales reps and marketers find new leads and turn them into customers, has raised $100 million at a $3.1 billion valuation.The round was led by CapitalG, an investment arm of Alphabet, Google’s parent company. Other participants included Meritech Capital Partners and Sequoia Capital. It comes around six months after the start-up raised money at a $1.25 billion valuation.

EYE ON AI RESEARCH

Google DeepMind's new Genie 3 'world model' creates real-time interactive simulations. Google DeepMind has unveiled Genie 3, a powerful new AI system that can generate rich, interactive virtual worlds from simple text prompts—making it possible to navigate dynamic environments in real time at 24 frames per second. But while it's tempting to immediately leap to using the model for the ultimate gaming experience, it’s actually the latest leap in the company’s long-term push toward 'world models'—or AI systems that can learn how the world works and simulate real-world environments. These are seen as key to training advanced agents and, eventually, achieving artificial general intelligence. Unlike prior video generators, Genie 3 allows users to move through AI-generated environments that stay visually consistent over several minutes—and even respond to commands like “make it snow” or “add a character.” For now, DeepMind is limiting access to Genie 3 to a small group of researchers and creators while it explores responsible deployment and risk.

FORTUNE ON AI

North Korean IT worker infiltrations exploded 220% over the past 12 months, with gen AI weaponized at every stage of the hiring process —by Amanda Gerut

AI is doing job interviews now—but candidates say they’d rather risk staying unemployed than talk to another robot —by Emma Burleigh

These charts show how China is pulling ahead of the U.S. in the race to power the AI future —by Matt Heimer and Nick Rapp

AI CALENDAR

Sept. 8-10: Fortune Brainstorm Tech, Park City, Utah. Apply to attend here.

Oct. 6-10: World AI Week, Amsterdam

Oct. 21-22: TedAI San Francisco. Apply to attend here.

Dec. 2-7: NeurIPS, San Diego

Dec. 8-9: Fortune Brainstorm AI San Francisco. Apply to attend here.

BRAIN FOOD

Could "depth of thought" be key to AI reasoning? 

A tiny new AI model is challenging what we know about how models learn to reason: Researchers from Singapore's Sapient Intelligence recently released the Hierarchical Reasoning Model (HRM), which draws inspiration from the brain’s layered thinking process—and the results have the AI community chattering. Despite being 100 times smaller than ChatGPT and trained on just 1,000 examples (with no internet data or step-by-step guidance), HRM solves tough logic problems like Sudoku, maze navigation, and abstract reasoning tasks that stump much larger models. Instead of mimicking human language, HRM reasons internally—quietly working through problems in hidden loops, much like a person thinking through a puzzle in their head. Its success hints at a radical shift in AI: one where depth of thought might matter more than scale.

This is the online version of Eye on AI, Fortune's biweekly newsletter on how AI is shaping the future of business. Sign up for free.
About the Author
Sharon Goldman
By Sharon GoldmanAI Reporter
LinkedIn icon

Sharon Goldman is an AI reporter at Fortune and co-authors Eye on AI, Fortune’s flagship AI newsletter. She has written about digital and enterprise tech for over a decade.

See full bioRight Arrow Button Icon

Latest in Newsletters

NewslettersMPW Daily
Female exec moves to watch this week, from Binance to Supergoop
By Emma HinchliffeDecember 5, 2025
2 days ago
NewslettersCFO Daily
Gen Z fears AI will upend careers. Can leaders change the narrative?
By Sheryl EstradaDecember 5, 2025
2 days ago
NewslettersTerm Sheet
Four key questions about OpenAI vs Google—the high-stakes tech matchup of 2026
By Alexei OreskovicDecember 5, 2025
2 days ago
Facebook CEO Mark Zuckerberg adjusts an avatar of himself during a company event in New York City on Thursday, Oct. 28, 2021. (Photo: Michael Nagle/Bloomberg/Getty Images)
NewslettersFortune Tech
Meta may unwind metaverse initiatives with layoffs
By Andrew NuscaDecember 5, 2025
2 days ago
Shuntaro Furukawa, president of Nintendo Co., speaks during a news conference in Osaka, Japan, on Thursday, April 25, 2019. Nintendo gave a double dose of disappointment by posting earnings below analyst estimates and signaled that it would not introduce a highly anticipated new model of the Switch game console at a June trade show. Photographer: Buddhika Weerasinghe/Bloomberg via Getty Images
NewslettersCEO Daily
Nintendo’s 98% staff retention rate means the average employee has been there 15 years
By Nicholas GordonDecember 5, 2025
2 days ago
AIEye on AI
Companies are increasingly falling victim to AI impersonation scams. This startup just raised $28M to stop deepfakes in real time
By Sharon GoldmanDecember 4, 2025
3 days ago

Most Popular

placeholder alt text
AI
Nvidia CEO says data centers take about 3 years to construct in the U.S., while in China 'they can build a hospital in a weekend'
By Nino PaoliDecember 6, 2025
19 hours ago
placeholder alt text
Real Estate
The 'Great Housing Reset' is coming: Income growth will outpace home-price growth in 2026, Redfin forecasts
By Nino PaoliDecember 6, 2025
1 day ago
placeholder alt text
Economy
The most likely solution to the U.S. debt crisis is severe austerity triggered by a fiscal calamity, former White House economic adviser says
By Jason MaDecember 6, 2025
15 hours ago
placeholder alt text
Big Tech
Mark Zuckerberg rebranded Facebook for the metaverse. Four years and $70 billion in losses later, he’s moving on
By Eva RoytburgDecember 5, 2025
2 days ago
placeholder alt text
Asia
Despite their ‘no limits’ friendship, Russia is paying a nearly 90% markup on sanctioned goods from China—compared with 9% from other countries
By Jason MaNovember 29, 2025
8 days ago
placeholder alt text
Success
Nvidia CEO Jensen Huang admits he works 7 days a week, including holidays, in a constant 'state of anxiety' out of fear of going bankrupt
By Jessica CoacciDecember 4, 2025
3 days ago
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map

© 2025 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.