• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
SuccessAI

‘We’re running out of human knowledge’ to train AI—but Marc Andreessen believes that will create a hiring boom

By
Chloe Berger
Chloe Berger
Down Arrow Button Icon
By
Chloe Berger
Chloe Berger
Down Arrow Button Icon
November 15, 2024, 6:39 AM ET
Marc Andreessen, venture capitalist and general partner at Andreessen Horowitz.
Marc Andreessen, venture capitalist and general partner at Andreessen Horowitz.San Francisco Chronicle/Hearst Newspapers / Contributor—Getty Images

Many workers fear the ever-tightening crunch of AI, but Marc Andreessen thinks you needn’t worry (at least if you’re a software engineer). Much like a toddler starting to walk, AI needs a guiding hand—and the general partner of venture-capital firm Andreessen Horowitz, otherwise known as a16z, thinks that will end up being in some of the workforce’s favor.

Recommended Video

“One of the big fears is AI-driven unemployment,” Andreessen said on a recently released episode of his podcast The Ben and Mark Show. ”The irony is what’s happening today is an AI hiring boom.”

In part, they’re filling in for AI’s recent growing pains. Whether these software engineers are digging their graves towards eventual obsoletion or ensuring a pathway to human-aided AI has yet to be realized. But in the short-term, at least, Andreessen sees growth. 

A key figure in Silicon Valley, Andreessen’s words hold weight. “Whether they love him or hate him, people pay attention when Marc Andreessen speaks. The venture capitalist is as responsible as anyone for the modern tech industry that powers the global economy, having co-created the first mainstream web browser, Netscape Navigator, in the early 1990s,” reads Andreessen’s blurb in Fortune‘s 100 Most Powerful People in Business.

Indeed, his early innovation in the software industry alongside his VC’s backing of major players in the field (including, but not limited to, Facebook, Lyft, and Airbnb), make him a powerful player when it comes to the future of AI.

AI’s training wheels pop off

After an intense boom, AI appears to be losing steam. Tech companies are set to run out of the public data that they use to train large language models, according to a new study by Epoch AI. They’re projected to hit a wall between 2026 and 2032, “or slightly earlier if models are overtrained.” 

“There is a serious bottleneck here,” Tamay Besiroglu, one of the researchers of the study, told the Associated Press. “If you start hitting those constraints about how much data you have, then you can’t really scale up your models efficiently anymore. And scaling up models has been probably the most important way of expanding their capabilities and improving the quality of their output.” 

Andreessen echoes said sentiment in his podcast, explaining there’s a finite amount of quality human data for AI models to train on. “Basically, the big models are trained by scraping the internet and pulling in basically all human-generated training data, all human-generated text, and increasingly video and audio and everything else,” he said. “And there’s just literally only so much of that.”

And when AI can’t lean on a human’s output, it simply leans on humans. That might be an indicator of long-term viability issues— but for now, it just means more jobs, per Andreessen.

Software engineers stick around to help AI

As it stands, Silicon Valley is mostly human. Tech CEOs acknowledge their newest bundle of joy is still just in its infancy. Nvidia CEO Jensen Huang recognized as much: “As we speak, AI has no possibility of doing what we do,” he said at Nvidia’s October AI Summit. While AI can take on more or less of a worker’s responsibilities (depending on their job), it can’t fully replace anyone, Huang said of the innovation.

Andreessen and his partner Ben Horowitz noted as much during the podcast. “We’re running out of human knowledge” to train AI, Horowitz said. 

“A big part of the AI hiring boom is actually hiring the experts to actually craft the answers to be able to train the AI,” Andreessen said. “They’re so gated on data that they’re literally going out and hiring thousands of programmers and doctors and lawyers to actually hand write answers to questions for the purpose of being able to train their AIs,” he added.

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
By Chloe Berger
LinkedIn iconTwitter icon
See full bioRight Arrow Button Icon

Latest in Success

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
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
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • 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
Fortune Secondary Logo
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Success

Gamers celebrating
SuccessCareers
Meet the Gen Z college students who turned Excel into a competitive esport—they’re competing in spreadsheet challenges and it’s helping them land jobs
By Preston ForeFebruary 28, 2026
19 hours ago
Successphilanthropy
Dolly Parton’s philanthropy inspiration is her father who couldn’t read or write: ‘I saw how crippling that could be’
By Sydney LakeFebruary 27, 2026
1 day ago
Personal Financewealth management
The Great Wealth Transfer is already happening as millennials hitting their ‘Peak 35’ are richer than ever
By Catherina GioinoFebruary 27, 2026
1 day ago
Spencer Rascoff, chief executive officer of Match Group Inc
SuccessGen Z
CEO of the tech company behind Hinge and Tinder set up an employee hotline where staff can DM him anytime: ‘No hierarchy. No filters. Just real input.’
By Emma BurleighFebruary 27, 2026
2 days ago
Man sitting at a desk managing multiple devices at one time
SuccessCareers
Workers are making over $1 million by secretly holding down multiple gigs—and they’re doing it all within the 40-hour workweek
By Preston ForeFebruary 27, 2026
2 days ago
SuccessProductivity
Japanese companies are paying older workers to sit by a window and do nothing—while Western CEOs demand super-AI productivity just to keep your job
By Orianna Rosa RoyleFebruary 27, 2026
2 days ago

Most Popular

placeholder alt text
Success
Japanese companies are paying older workers to sit by a window and do nothing—while Western CEOs demand super-AI productivity just to keep your job
By Orianna Rosa RoyleFebruary 27, 2026
2 days ago
placeholder alt text
Middle East
Iran is now on 'death ground' amid existential threat from U.S. attacks and could 'go big' in retaliation, former NATO commander warns
By Jason MaFebruary 28, 2026
13 hours ago
placeholder alt text
AI
The week the AI scare turned real and America realized maybe it isn't ready for what's coming
By Nick LichtenbergFebruary 28, 2026
20 hours ago
placeholder alt text
Success
Walmart exec says U.S. workforces needs to take inspiration from China where ‘5 year-olds are learning DeepSeek’
By Preston ForeFebruary 27, 2026
2 days ago
placeholder alt text
Personal Finance
Current price of gold as of February 27, 2026
By Danny BakstFebruary 27, 2026
2 days ago
placeholder alt text
Middle East
Dubai’s worst nightmare unfolds as Iran strikes Gulf neighbors
By Dana Khraiche, Fiona MacDonald and BloombergFebruary 28, 2026
8 hours ago

© 2026 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.