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AI-designed proteins may evade threat-screening tools

Linda Torries – Tech Writer & Digital Trends Analyst by Linda Torries – Tech Writer & Digital Trends Analyst
October 3, 2025
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AI-designed proteins may evade threat-screening tools
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Biological Zero-Day: A New Threat to Biosurveillance

Introduction to Biological Threats

On Thursday, a team of researchers led by Microsoft announced that they had discovered, and possibly patched, what they’re terming a biological zero-day—an unrecognized security hole in a system that protects us from biological threats. The system at risk screens purchases of DNA sequences to determine when someone’s ordering DNA that encodes a toxin or dangerous virus. But, the researchers argue, it has become increasingly vulnerable to missing a new threat: AI-designed toxins.

Catching the Bad Ones

Biological threats come in a variety of forms. Some are pathogens, such as viruses and bacteria. Others are protein-based toxins, like the ricin that was sent to the White House in 2003. Still, others are chemical toxins that are produced through enzymatic reactions, like the molecules associated with red tide. All of them get their start through the same fundamental biological process: DNA is transcribed into RNA, which is then used to make proteins.

How Biosurveillance Works

For several decades now, starting the process has been as easy as ordering the needed DNA sequence online from any of a number of companies, which will synthesize a requested sequence and ship it out. Recognizing the potential threat here, governments and industry have worked together to add a screening step to every order: the DNA sequence is scanned for its ability to encode parts of proteins or viruses considered threats. Any positives are then flagged for human intervention to evaluate whether they or the people ordering them truly represent a danger.

Evolution of Screening Algorithms

Both the list of proteins and the sophistication of the scanning have been continually updated in response to research progress over the years. For example, initial screening was done based on similarity to target DNA sequences. But there are many DNA sequences that can encode the same protein, so the screening algorithms have been adjusted accordingly, recognizing all the DNA variants that pose an identical threat.

The New Threat: AI-Designed Toxins

The researchers argue that the current system has become increasingly vulnerable to missing a new threat: AI-designed toxins. To understand how big of a threat this is, you have to know a bit more about both existing biosurveillance programs and the capabilities of AI-designed proteins.

Conclusion

In conclusion, the discovery of the biological zero-day highlights the need for continued updates and improvements to biosurveillance programs. As AI technology advances, it is crucial that we stay ahead of potential threats and ensure that our systems are equipped to detect and prevent them.

Frequently Asked Questions

A: A biological zero-day refers to an unrecognized security hole in a system that protects us from biological threats.

Q: How do biosurveillance programs work?

A: Biosurveillance programs screen purchases of DNA sequences to determine when someone’s ordering DNA that encodes a toxin or dangerous virus.

Q: What is the new threat to biosurveillance programs?

A: The new threat is AI-designed toxins, which can potentially evade detection by current screening algorithms.

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Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries is a skilled technology writer with a passion for exploring the latest innovations in the digital world. With years of experience in tech journalism, she has written insightful articles on topics such as artificial intelligence, cybersecurity, software development, and consumer electronics. Her writing style is clear, engaging, and informative, making complex tech concepts accessible to a wide audience. Linda stays ahead of industry trends, providing readers with up-to-date analysis and expert opinions on emerging technologies. When she's not writing, she enjoys testing new gadgets, reviewing apps, and sharing practical tech tips to help users navigate the fast-paced digital landscape.

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