- Joined
- Jan 20, 2026
- Messages
- 345
- Reaction score
- 2,265
Neural networks have learned to find elusive bugs, and IT giants are creating a secret alliance.
Chainguard introduced Athena, an industry coalition to protect open source software from attacks in which attackers use AI to find vulnerabilities. The company warns that advanced models are already able to find new chains of zero-day errors with machine speed, and the old system of responsible disclosure does not keep up with the pace of modern attacks.
The gap between vulnerability detection and real exploitation has been reduced from years to hours. Increasingly, exploits are prepared even before the public disclosure of the error. At the same time, critical libraries on which applications, cloud services and corporate infrastructure are held, often support one or two volunteers, already overloaded with the flow of weak reports from automatic scanners.
Chainguard cites an example of a critical error in the code for processing media files that many applications use. Vulnerability has survived years of expert inspections, and automatic phases have launched tests more than five million times and still did not find a problem. According to the company, the emergence of AI tools to search for errors changes the speed of defenders and attackers.
Without overall coordination, the market risks getting into fragmentation: cloud providers, software and security providers will start to forge the same critical libraries separately, release their own patch sets and disperse in understanding which versions are really fixed. Chainguard considers this path slow, weak and dangerous for the entire ecosystem.
Athena should combine search, verification, correction and protection in one process. Coalition members pass verified data on the errors found through an encrypted portal, and senders retain control over the disclosure: each organization itself decides what information to transfer, to whom to show details and what term of the embargo to establish.
The system compares reports, removes duplicates, specifies when the vulnerability is in the code, checks the presence of a correction in the main project branch and searches for similar patterns in other parts of the library. Metadata is planned to be published in OSV format, and participants will receive anonymized and aggregated analytics on the findings of the entire coalition.
Athena accepts data from a variety of advanced models, including the Anthropic Project Glasswing and OpenAI Daybreak. Once tested, vulnerable projects will be reassembled into private enhanced versions to public disclosure. Coalition members will have access to fixed-robinated builds via Chainguard Libraries.
Corrections should close not only the specific mistake that the AI model first found. Athena will look for similar problems in the entire library and eliminate entire classes of vulnerabilities so that a more powerful model does not find a neighboring error in the same area of code. During the embargo, the system will continue to compare findings from upstream and update the protection if the developers of the project change the code or independently release the patch.
A separate layer of protection will lie on cloud platforms, network providers, security gateways and security solutions providers. Partners will be able to prepare detection rules, traffic locks, virtual patches and other measures in advance until the usual fix has not yet come out or has reached users.
Chainguard emphasizes that the patch helps only those who manage to put it. The same libraries operate within large technology companies, small hospitals, municipal services and enterprises with a minimum IT team. Many organizations will not be able to update in a few hours, so some attacks should be blocked on the network and platform level without manual actions on the part of the end users.
Athena are already involved in more than two dozen organizations, including Chainguard, Cisco, Cloudflare, Docker, BNY, Kyndryl, PwC and other companies. Some participants transmit verified findings, others close attacks at the infrastructure level, business solution providers add signatures and virtual patches, and professional service companies help bring the fixes to customer environments to public disclosure.
The coalition has already processed more than 20 000 finds, prepared more than 2 000 patches and affected more than 500 open source projects. The first wave of coordinated disclosures should begin in a month.
Chainguard CEO Dan Lorenk said that the time before the vulnerability was actually negative: attacks appear before the public disclosure of the error. According to him, Athena should make the corrections equally early so that patches and protective measures work before information about the vulnerability becomes publicly available.
Chainguard also expects to work with the Linux Foundation on a coordinated response team to respond to open source software and a follow-up program. Such a mechanism is needed for cases when the project no longer copes with fixes, and a vulnerable library continues to work in real infrastructure.
Chainguard introduced Athena, an industry coalition to protect open source software from attacks in which attackers use AI to find vulnerabilities. The company warns that advanced models are already able to find new chains of zero-day errors with machine speed, and the old system of responsible disclosure does not keep up with the pace of modern attacks.
The gap between vulnerability detection and real exploitation has been reduced from years to hours. Increasingly, exploits are prepared even before the public disclosure of the error. At the same time, critical libraries on which applications, cloud services and corporate infrastructure are held, often support one or two volunteers, already overloaded with the flow of weak reports from automatic scanners.
Chainguard cites an example of a critical error in the code for processing media files that many applications use. Vulnerability has survived years of expert inspections, and automatic phases have launched tests more than five million times and still did not find a problem. According to the company, the emergence of AI tools to search for errors changes the speed of defenders and attackers.
Without overall coordination, the market risks getting into fragmentation: cloud providers, software and security providers will start to forge the same critical libraries separately, release their own patch sets and disperse in understanding which versions are really fixed. Chainguard considers this path slow, weak and dangerous for the entire ecosystem.
Athena should combine search, verification, correction and protection in one process. Coalition members pass verified data on the errors found through an encrypted portal, and senders retain control over the disclosure: each organization itself decides what information to transfer, to whom to show details and what term of the embargo to establish.
The system compares reports, removes duplicates, specifies when the vulnerability is in the code, checks the presence of a correction in the main project branch and searches for similar patterns in other parts of the library. Metadata is planned to be published in OSV format, and participants will receive anonymized and aggregated analytics on the findings of the entire coalition.
Athena accepts data from a variety of advanced models, including the Anthropic Project Glasswing and OpenAI Daybreak. Once tested, vulnerable projects will be reassembled into private enhanced versions to public disclosure. Coalition members will have access to fixed-robinated builds via Chainguard Libraries.
Corrections should close not only the specific mistake that the AI model first found. Athena will look for similar problems in the entire library and eliminate entire classes of vulnerabilities so that a more powerful model does not find a neighboring error in the same area of code. During the embargo, the system will continue to compare findings from upstream and update the protection if the developers of the project change the code or independently release the patch.
A separate layer of protection will lie on cloud platforms, network providers, security gateways and security solutions providers. Partners will be able to prepare detection rules, traffic locks, virtual patches and other measures in advance until the usual fix has not yet come out or has reached users.
Chainguard emphasizes that the patch helps only those who manage to put it. The same libraries operate within large technology companies, small hospitals, municipal services and enterprises with a minimum IT team. Many organizations will not be able to update in a few hours, so some attacks should be blocked on the network and platform level without manual actions on the part of the end users.
Athena are already involved in more than two dozen organizations, including Chainguard, Cisco, Cloudflare, Docker, BNY, Kyndryl, PwC and other companies. Some participants transmit verified findings, others close attacks at the infrastructure level, business solution providers add signatures and virtual patches, and professional service companies help bring the fixes to customer environments to public disclosure.
The coalition has already processed more than 20 000 finds, prepared more than 2 000 patches and affected more than 500 open source projects. The first wave of coordinated disclosures should begin in a month.
Chainguard CEO Dan Lorenk said that the time before the vulnerability was actually negative: attacks appear before the public disclosure of the error. According to him, Athena should make the corrections equally early so that patches and protective measures work before information about the vulnerability becomes publicly available.
Chainguard also expects to work with the Linux Foundation on a coordinated response team to respond to open source software and a follow-up program. Such a mechanism is needed for cases when the project no longer copes with fixes, and a vulnerable library continues to work in real infrastructure.
