• 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.Samuel Boivin—NurPhoto/Getty Images

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 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 who 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. Therefore, 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. 

In 2001, Fortune first convened the smartest people we know, bringing together CEOs and founders, builders and investors, thinkers and doers. Since then, Fortune Brainstorm Tech has been the place where bold ideas collide. From June 8–10, we will return to Aspen—where it all began—to mark 25 years of Brainstorm. 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
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
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
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in AI

Elon Musk sits with his fists together, looking up.
AIElon Musk
‘Maybe me too’: Elon Musk accepts some of the blame for Claude learning to blackmail users from ‘evil’ online AI stories
By Sasha RogelbergMay 13, 2026
15 hours ago
How HubSpot got all engineers to use AI without any mandates
NewslettersCIO Intelligence
How HubSpot got all engineers to use AI without any mandates
By John KellMay 13, 2026
16 hours ago
Goldman sees an AI bottleneck that can’t be vide-coded away. Ford’s CEO warns it’s already a ‘full-blown’ crisis
EnergyData centers
Goldman sees an AI bottleneck that can’t be vide-coded away. Ford’s CEO warns it’s already a ‘full-blown’ crisis
By Nick LichtenbergMay 13, 2026
16 hours ago
“I had to turn down President Obama” 
EuropePublicis Groupe
“I had to turn down President Obama” 
By Kamal AhmedMay 13, 2026
17 hours ago
lloyd
AIAI agents
Lloyd Blankfein just put his finger on why even Goldman Sachs is wary of AI agents
By Nick LichtenbergMay 13, 2026
17 hours ago
zach
CommentaryApps
I spent 8 years building Google Sheets. Now I think apps are on their way out
By Zach LloydMay 13, 2026
20 hours ago

Most Popular

The Bezos family just donated $100 million to help achieve one of Mayor Zohran Mamdani’s top campaign promises
Politics
The Bezos family just donated $100 million to help achieve one of Mayor Zohran Mamdani’s top campaign promises
By Jake AngeloMay 12, 2026
2 days ago
Despite having a $165 million net worth, Scarlett Johansson says work-life balance doesn’t exist—and the first step to success is admitting that
Success
Despite having a $165 million net worth, Scarlett Johansson says work-life balance doesn’t exist—and the first step to success is admitting that
By Preston ForeMay 13, 2026
17 hours ago
Nearly 50,000 Lake Tahoe residents have to find a new power source after their energy source looks to redirect lines to data centers
Travel & Leisure
Nearly 50,000 Lake Tahoe residents have to find a new power source after their energy source looks to redirect lines to data centers
By Catherina GioinoMay 12, 2026
2 days ago
It’s not just Canadian tourists snubbing U.S. cities. Business leaders are cancelling more trips to America as geopolitical tensions continue
North America
It’s not just Canadian tourists snubbing U.S. cities. Business leaders are cancelling more trips to America as geopolitical tensions continue
By Sasha RogelbergMay 12, 2026
2 days ago
Anthropic’s Daniela Amodei says entrepreneurs should go on vacation to road test potential cofounders—if they’re a drain, they’re ‘the wrong choice’
Success
Anthropic’s Daniela Amodei says entrepreneurs should go on vacation to road test potential cofounders—if they’re a drain, they’re ‘the wrong choice’
By Emma BurleighMay 12, 2026
2 days ago
Red flag test: former CEO explains why he rejects job candidates who say they can start right away
Success
Red flag test: former CEO explains why he rejects job candidates who say they can start right away
By Orianna Rosa RoyleMay 9, 2026
5 days 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.