ContraFix: Agentic Vulnerability Repair Via Differential Runtime Evidence and Skill Reuse

Large language model LLM agents are increasingly used for automated vulnerability repair AVR, where repository-level reasoning enables them to inspect context and produce source-code patches. However, recent empirical results show that these agents still struggle with real-world vulnerabilities...

Veritas: A Semantically Grounded Agentic Framework for Memory Corruption Vulnerability Detection in Binaries

Detecting memory corruption vulnerabilities in stripped binaries requires recovering object semantics, interprocedural propagation, and feasible triggers from low-level, lossy representations. Recent LLM-based approaches improve code understanding, but reliable detection still requires grounding ...

PT-2026-38368

Name of the Vulnerable Software and Affected Versions free5GC versions prior to 4.2.2 Description The PCF Npcf SMPolicyControl service lacks authentication middleware in the NewServer function, where the smPolicyGroup route group is created without attaching the RouterAuthorizationCheck middlewar...