AI Threat Alert
Paper 2512.23480v1
Agentic AI for Autonomous Defense in Software Supply Chain Security: Beyond Provenance to Vulnerability Mitigation
agent coordination. The suggested system utilizes specialized security agents coordinated with the help of LangChain and LangGraph, communicates with actual CI/CD environments with the Model Context Protocol (MCP), and documents
high relevance
defense
Paper 2512.18542v2
SecureCode: A Production-Grade Multi-Turn Dataset for Training Security-Aware Code Generation Models
OWASP LLM Top 10 2025 categories across more than 40 frameworks, including LangChain, OpenAI, and Hugging Face). Every example follows a 4-turn conversational structure -- feature request; vulnerable and secure
medium relevance
benchmark
Paper 2510.19264v1
LAPRAD: LLM-Assisted PRotocol Attack Discovery
different LLM automatically constructs the corresponding attack configurations using the ReACT approach implemented via LangChain (DNS zone file generation). Finally, in the third stage, we validate the attack's functionality
high relevance
attack
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