When Claws Remember but Do Not Tell: Stealthy Memory Injection in Persistent Personal Agents
Results suggest that persistent memory can turn ordinary external processing into a practical pathway for long-term agent compromise.
AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Results suggest that persistent memory can turn ordinary external processing into a practical pathway for long-term agent compromise.
This work proposes Sampled-BPE, a lightweight token-level auditing pipeline that sample a small subset and train BPE tokenizer to surface polluted tokens, and releases a hierarchical Chinese web token dataset with 660k+ token records, organized as trees to support review and tracing of pollution.
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