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Packer identification tools, a cornerstone of malware analysis, are riddled with semantic bugs that can be automatically detected and repaired using unpackers as executable contracts, leading to substantial improvements in malware analysis pipelines.
Privacy-preserving RAG is now practical: PRAG achieves competitive recall and low latency while fully encrypting both documents and queries.
Current identity management systems fail for AI agents, but AgentDID offers a scalable, decentralized solution that lets agents manage their own identities and prove their state at interaction time.
