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Rise from the Ashes: LLM-Based Static Analysis for Deep Learning Framework Bugs

Phoenix uses large language model based static analysis with a semantic bridge representation to find tensor bugs in deep learning frameworks, reporting 31 PyTorch bugs.

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Build on a solid foundation with Vulners data

We provide the essential building blocks for cybersecurity solutions with comprehensive, structured, and constantly updated vulnerability and exploits data

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Power your application with Vulners API

The Vulners REST API offers reliable, high-performance access to vulnerability intelligence, with 99.9% SLA uptime and CDN-backed data delivery for seamless global access

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Assess and manage vulnerabilities with Vulners tools

Built on top of Vulners' database and SDK, end-user solutions give security professionals and developers lightweight and powerful tools for vulnerability remediation