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AI security tools may hallucinate vulnerabilities from training data
Large language models used for AI-assisted vulnerability discovery can falsely present information from their training data as novel findings. This occurs because LLMs cannot distinguish between recalling information ab…
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Mythos AI model "discovers" vulnerability already in training data
The AI model Mythos has "discovered" a vulnerability in FreeBSD that was already present in its training data. This situation raises concerns about the reliability and safety of AI models trained on vast datasets, as th…
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CyberSecQwen-4B: Small, specialized model offers local defense for cybersecurity
A new, specialized language model named CyberSecQwen-4B has been developed for defensive cybersecurity tasks. This model is designed to be small, runnable locally, and handle sensitive data without needing external APIs…
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Security engineer warns Claude.md needs more than Karpathy's four lines
A security engineer discusses the limitations of Karpathy's four lines of code for improving AI model correctness, highlighting that these lines do not address security vulnerabilities. The author points out that despit…
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AI agents reconstruct vulnerabilities from Linux and Windows binaries
Researchers have developed agentic pipelines for vulnerability discovery in software binaries. Patch2Vuln focuses on Linux distribution binary patches, successfully identifying security-relevant functions in half of tes…
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Google's Gemini CLI fix creates new CI/CD pipeline issues
Google has patched a critical vulnerability in its Gemini command-line interface (CLI) tool that could allow for remote code execution. The flaw, which had a CVSS score of 10.0, stemmed from the tool's automatic trust s…
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FixV2W uses knowledge graph embeddings to improve CVE-CWE mapping accuracy
Researchers have developed FixV2W, a novel method to enhance the accuracy of mappings between Common Vulnerabilities and Exposures (CVE) and Common Weakness Enumeration (CWE) entries. This approach utilizes knowledge gr…
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Anthropic's Mythos security claims face scrutiny over marketing vs. reality
A critical analysis suggests Anthropic's claims about its Claude Mythos Preview's security capabilities are largely unsubstantiated marketing. The author found the system card to be excessively long and lacking in speci…
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Mozilla uses Anthropic's Mythos AI to find 271 Firefox vulnerabilities
Mozilla has reported that Anthropic's Mythos AI model identified 271 security vulnerabilities in Firefox 150. This marks a significant advancement in AI-assisted vulnerability detection, with Mythos producing "almost no…
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AI infrastructure startups launch tools for agents, DevOps, security, and healthcare
Several startups are launching AI-powered tools aimed at improving infrastructure and developer productivity. Trigger.dev offers an open-source platform for building reliable AI agents and workflows, utilizing snapshott…