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[1]
OpenAI's agent chained decade-old DoS attacks to crash web servers in seconds
The next threat your server faces may have been helped along by a bot. OpenAI's Codex agent helped uncover a remote denial-of-service (DoS) exploit that can be launched from a single machine to render vulnerable web servers inaccessible in seconds, according to Calif security researchers. The attack works on default HTTP/2 configurations of major web servers including nginx, Apache HTTP Server, Microsoft IIS, Envoy, and Cloudflare Pingora. As of Thursday, Microsoft IIS and Cloudflare Pingora still don't have a patch, according to the researchers, although Cloudflare disputes this finding. "Cloudflare's existing architecture and DDoS mitigations automatically detect and protect against this attack, making customers resilient to this vulnerability," a spokesperson told The Register. "No patch is needed." Microsoft did not respond to our questions. Calif researcher Quang Luong discovered the exploit, named it HTTP/2 Bomb, and will present the full technical details of the attack at the Real World AI Security conference later this month. In the meantime, there are proof-of-concept exploit scripts on GitHub along with a warning from the AI red teaming security shop: "Please don't point these at infrastructure you don't own." In a Tuesday blog, Luong says Codex chained two existing DoS attack techniques that have been known for more than a decade - HPACK compression bomb and Slowloris-style hold - and warns that upwards of 880,000 websites supporting HTTP/2 and running one of the vulnerable web servers may be affected. An HPACK bomb attack (also known as CVE-2016-6581) exploits the HTTP/2 header compression algorithm (HPACK) by sending thousands of tiny messages to the server, forcing it to rapidly allocate memory and ultimately crash. Then the Slowloris DoS attack (CVE-2016-8740 and CVE-2016-1546) overwhelms the server by opening legitimate connections and maintaining them as long as possible. Combining the two exhausts the server's memory and forces it offline. "A home computer on a 100Mbps connection can render a vulnerable server inaccessible within seconds," Luong wrote. "Against Apache httpd and Envoy, a single client can consume and hold 32GB of server memory in roughly 20 seconds." The Calif research team disclosed the issue to nginx in April, and the web server's maintainers fixed it the next day in version 1.29.8, which imports the max_headers directive from freenginx. Apache issued a fix (mod_http2 v2.0.41) the same day that Calif submitted its report, and assigned it CVE-2026-49975. "The fix commits above are public and disclose the vectors directly; any capable AI model can turn those diffs into a working exploit, which is exactly how we found that Microsoft IIS, Envoy, and Pingora are also vulnerable," the threat hunting team wrote, adding that all three have been notified. In a Wednesday update, Calif pointed to Envoy patches "that appear to mitigate this attack," and notes that its researchers are still validating the fix to ensure it works. For Microsoft IIS and Cloudflare Pingora, the security sleuths recommend disabling HTTP/2 if possible, or enforcing a cap on the number of HTTP headers a client can send in a single request to the server. The fact that a coding agent - not a human - discovered this attack is notable, according to Calif. "Both halves have been public for a decade," Luong wrote. "What Codex did was read the codebases, recognize that the two compose, and build the combined attack. That combination is obvious once you see it, and yet as far as we can tell no human had put it together against these servers." ®
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OpenAI's Codex helps discover HTTP/2 Bomb DoS attack that can nuke over 30GB of RAM within seconds, knocking web servers offline before they can react
A new attack technique affects HTTP/2 configurations of major web servers * New DoS technique dubbed HTTP/2 Bomb * Exploits compression and flow‑control stalling * Major web servers confirmed vulnerable We can thank AI for a new denial-of-service (DoS) technique that can knock a server offline in mere seconds, using nothing but a single computer with a 100 Mbps connection. Earlier this week, cybersecurity researchers Calif disclosed discovering a new DoS technique called HTTP/2 Bomb. They used OpenAI's Codex software agent to discover it, saying it combines two previously known HTTP/2 DoS methods: the HPACK compression amplification, and Slowloris-style resource retention via HTTP/2 flow-control stalling. Simply put, the attack tricks a web server into reserving large amounts of memory while sending very little data. The attacker exploits a feature in HTTP/2 that allows small requests to expand into much larger amounts of data inside the server, forcing it to allocate memory. Proof of Concept released Normally, that memory would be released after processing the request. However, the attacker then uses a separate HTTP/2 feature to keep the connection open indefinitely. As more malicious requests arrive, memory usage grows fast, until the server slows down and ultimately crashes. Calif says the technique works on HTTP/2 configurations of major web servers, including NGINX, Apache HTTP Server, Microsoft IIS, Envoy, and Cloudflare Pingora. According to CyberInsider, the affected products "power a significant portion of the web", suggesting that the risk is quite extensive. Some have already issued a patch, while others remain vulnerable. Keep track of your servers' configurations for incoming updates. "A home computer on a 100Mbps connection can render a vulnerable server inaccessible within seconds. Against Apache httpd and Envoy, a single client can consume and hold 32GB of server memory in roughly 20 seconds," the researchers said Current defenses are powerless against HTTP/2 Bomb, it was further explained. Limits on the total decoder header size, for example, doesn't work since header values used in the attack are miniscule. Technical details will be released later this month, it was said, but Calif already released a proof-of-concept (PoC). Calif says the technique works on HTTP/2 configurations of major web servers, including NGINX, Apache HTTP Server, Microsoft IIS, Envoy, and Cloudflare Pingora. Some have already issued a patch, while others remain vulnerable. Keep track of your servers' configurations for incoming updates. "A home computer on a 100Mbps connection can render a vulnerable server inaccessible within seconds. Against Apache httpd and Envoy, a single client can consume and hold 32GB of server memory in roughly 20 seconds," the researchers said Current defenses are powerless against HTTP/2 Bomb, it was further explained. Limits on the total decoder header size, for example, doesn't work since header values used in the attack are miniscule. Technical details will be released later this month, it was said, but Calif already released a proof-of-concept (PoC). Via BleepingComputer Follow TechRadar on Google News and add us as a preferred source to get our expert news, reviews, and opinion in your feeds.
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An AI agent discovered a critical security flaw by combining two known attack methods. OpenAI Codex chained decade-old DoS attacks to create HTTP/2 Bomb, a new denial-of-service exploit that can render major web servers inaccessible within seconds using just a home computer. The attack affects nginx, Apache, Microsoft IIS, Envoy, and Cloudflare Pingora, with some vendors still working on patches.
Security researchers at Calif have disclosed a new denial-of-service exploit that marks a significant shift in how vulnerabilities are discovered. OpenAI Codex, an AI agent, identified the HTTP/2 Bomb by autonomously combining two known attack techniques that have existed for over a decade but were never chained together by human researchers
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. The DoS attack can crash web servers in seconds, requiring only a single machine with a 100Mbps connection to render vulnerable web servers completely inaccessible2
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Source: TechRadar
Researcher Quang Luong, who worked with the AI agent to validate the findings, plans to present full technical details at the Real World AI Security conference later this month. What makes this discovery particularly notable is that both attack components—HPACK compression bomb (CVE-2016-6581) and Slowloris-style hold (CVE-2016-8740 and CVE-2016-1546)—have been publicly documented for years, yet no human had recognized how they could be combined into a far more potent threat.
The HTTP/2 Bomb exploits default HTTP/2 configurations on major web servers including nginx, Apache HTTP Server, Microsoft IIS, Envoy, and Cloudflare Pingora
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. The attack works by first leveraging HTTP/2 compression amplification through the HPACK compression bomb technique, which sends thousands of tiny messages that force servers to rapidly allocate memory. The Slowloris-style hold component then maintains legitimate connections open indefinitely through flow-control stalling, preventing the server from releasing allocated resources2
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Source: The Register
The combined effect is devastating. Against Apache httpd and Envoy, a single client can consume and hold 32GB of server memory in roughly 20 seconds
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. Current defenses prove ineffective because the attack uses miniscule header values that bypass existing limits on total decoder header size. Upwards of 880,000 websites supporting HTTP/2 and running one of the affected web servers may be at risk.The disclosure timeline reveals varying response speeds across vendors. Calif disclosed the issue to nginx in April, and maintainers fixed it within 24 hours in version 1.29.8 by importing the max_headers directive from freenginx
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. Apache issued a fix the same day Calif submitted its report, releasing mod_http2 v2.0.41 and assigning it CVE-2026-49975. Envoy has released patches that appear to mitigate the attack, though researchers continue validation efforts.As of Thursday, Microsoft IIS and Cloudflare Pingora remained without patches, according to the researchers. However, Cloudflare disputes this characterization, stating that their existing architecture and DDoS mitigations automatically detect and protect against this attack, making no patch necessary
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. Microsoft has not responded to inquiries. For unpatched systems, Calif recommends disabling HTTP/2 if possible or enforcing caps on the number of HTTP headers clients can send in a single request.Related Stories
The fact that an AI agent, rather than human security researchers, identified complex vulnerabilities by reading codebases and recognizing how separate techniques could compose into a novel attack raises important questions about the future of cybersecurity. "What Codex did was read the codebases, recognize that the two compose, and build the combined attack," Luong explained, noting that the combination seems obvious in hindsight yet eluded human researchers for years
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.The research team notes that capable AI models can now turn public fix commits into working exploits by analyzing code diffs—precisely how they identified that Microsoft IIS, Envoy, and Pingora were also vulnerable after initial patches were published. Calif has released proof-of-concept exploit scripts on GitHub with warnings not to target infrastructure users don't own. Organizations should monitor their HTTP/2 configurations closely and apply patches as they become available, while watching for similar AI-discovered attack chains that may emerge as these capabilities become more widespread.
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