SingGuard-NSFA
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Ant Group's dual-mode guardrail framework for agentic AI threats, with lightweight classification heads on frozen Qwen3.5 backbones, offering chain-of-thought reasoning for offline auditing and low-latency real-time classification, grounded in a taxonomy of 185 risk variants across 7 domains.
Extensible guardrail framework for agentic AI detecting operational security threats (prompt injection, sensitive information extraction, malicious code requests, dangerous tool misuse, resource exhaustion) via generative reasoning and real-time classification; released as four models (0.8B, 2B, 4B,
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