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The State Key Laboratory of Blockchain and Data Security, Zhejiang University
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Automated patch porting can now handle twice as many inconsistencies by leveraging LLMs to reason about global codebase differences, not just local context.
Multi-component attacks on MCP servers, which connect LLMs to external tools, are far more effective than single-component attacks, highlighting a critical vulnerability in LLM tool integration.