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

Exclusive: Anthropic rolls out AI tool that can hunt software bugs on its own—including the most dangerous ones humans miss

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
February 20, 2026, 1:00 PM ET
Anthropic has introduced Claude Code Security, the company’s first product aimed at using AI models to help security teams keep up with the flood of software bugs they’re responsible for fixing.
Anthropic has introduced Claude Code Security, the company’s first product aimed at using AI models to help security teams keep up with the flood of software bugs they’re responsible for fixing.

Anthropic has introduced Claude Code Security, the company’s first product aimed at using AI models to help security teams keep up with the flood of software bugs they’re responsible for fixing. For large companies, unpatched software bugs are a leading cause of data breaches, outages, and regulatory headaches—while security teams are often overwhelmed by how much code they have to protect. 

Recommended Video

Now, instead of just scanning code for known problem patterns, Claude Code for Security can review entire codebases, more like a human expert would—looking at how different pieces of software interact and how data moves through a system. The AI double-checks its own findings, rates how severe each issue is, and suggests fixes. But while the system can investigate code on its own, it does not apply fixes automatically, which could be dangerous in its own right—developers must review and approve every change.

Claude Code Security builds on over a year of research by the company’s Frontier Red Team, an internal group of about 15 researchers tasked with stress-testing the company’s most advanced AI systems and probing how they might be misused in areas such as cybersecurity. 

The Frontier Red Team’s most recent research found that Anthropic’s new Opus 4.6 model has significantly improved at finding new, high-severity vulnerabilities—software flaws that allow attackers to break into systems without permission, steal sensitive data, or disrupt critical services—across vast amounts of code. In fact, in testing open source software that runs across enterprise systems and in critical infrastructure, Opus 4.6 found some of these vulnerabilities that had gone undetected for decades, and was able to do so without task-specific tooling, custom scaffolding, or specialized prompting.

Frontier Red Team leader Logan Graham told Fortune that Claude Code Security is meant to put this power in the hands of security teams that need to boost their defensive capabilities. The tool is being released cautiously as a limited research preview for its Enterprise and Team customers. Anthropic is also giving free expedited access to maintainers of open-source repositories—the often under-resourced developers responsible for keeping widely used public software running safely.

“This is the next step as a company committed to powering the defense of cybersecurity,” he said. “We are now using [Opus 4.6] meaningfully ourselves, we have been doing lots of experimentation—the models are meaningfully better.” That is particularly true in terms of autonomy, he added, pointing out that Opus 4.6’s agentic capabilities mean it can investigate security flaws and use various tools to test code. In practice, that means the AI can explore a codebase step by step, test how different components behave, and follow leads much like a junior security researcher would—only much faster.

“That makes a really big difference for security engineers and researchers,” Graham said. “It’s going to be a force multiplier for security teams. It’s going to allow them to do more.” 

Of course, it’s not just defenders that look for security flaws—attackers are also using AI to find exploitable weaknesses faster than ever, Graham said, so it’s important to make sure that improvements favor the good guys. So in addition to the research preview, he said Anthropic is investing in safeguards to detect malicious use and when attackers might be using the system. 

“It’s really important to make sure that what is a dual-use capability gives defenders a leg up,” he said. 

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
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 AI

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 AI

elon musk
Future of WorkElon Musk
Elon Musk bans résumés and cover letters in hiring for his chip team. These are the 3 bullet points he’s looking for instead
By Jake AngeloFebruary 20, 2026
3 hours ago
AIAnthropic
Exclusive: Anthropic rolls out AI tool that can hunt software bugs on its own—including the most dangerous ones humans miss
By Sharon GoldmanFebruary 20, 2026
4 hours ago
AIMarkets
‘Doubts around the AI revolution are emerging,’ BofA says, as the market sees a ‘double-edged sword’ that could ‘cannibalize’ you
By Nick LichtenbergFebruary 20, 2026
5 hours ago
Mark Cuban
Successthe future of work
Mark Cuban says AI won’t take your job anytime soon because it still acts like a hungover college intern—with a $100K price tag to show for it
By Preston ForeFebruary 20, 2026
6 hours ago
AIDebt
Fed staff are more worried about stock prices than tech debt, even as hyperscalers go on a borrowing binge for their AI spending
By Jason MaFebruary 20, 2026
7 hours ago
AI
CommentaryCareers
Something big is happening in AI, but that’s the only thing Matt Shumer got right
By Neil Chilson and Kevin FrazierFebruary 20, 2026
8 hours ago

Most Popular

placeholder alt text
Success
'I had to take 60 meetings': Jeff Bezos says 'the hardest thing I've ever done' was raising the first million dollars of seed capital for Amazon
By Dave Smith and Fortune EditorsFebruary 19, 2026
1 day ago
placeholder alt text
AI
Deutsche Bank asked AI how it was planning to destroy jobs. And the robot answered
By Nick LichtenbergFebruary 18, 2026
2 days ago
placeholder alt text
Economy
Fed confirms it obeyed U.S. Treasury request for an unusual ‘rate check,’ weakening the dollar against foreign currencies
By Jim EdwardsFebruary 19, 2026
1 day ago
placeholder alt text
AI
‘I’m deeply uncomfortable’: Anthropic CEO warns that a cadre of AI leaders, including himself, should not be in charge of the technology’s future
By Sasha RogelbergFebruary 19, 2026
1 day ago
placeholder alt text
AI
Sam Altman says the quiet part out loud, confirming some companies are ‘AI washing’ by blaming unrelated layoffs on the technology
By Sasha RogelbergFebruary 19, 2026
1 day ago
placeholder alt text
Success
Despite a $400 million net worth and Hollywood career, Reese Witherspoon tells young people to stop chasing their dreams—and do this instead
By Orianna Rosa RoyleFebruary 19, 2026
1 day 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.