Ant InclusionAI launches SingProbe: a streaming security probe built on Qwen3.8-Flash-Next
Ant InclusionAI releases SingProbe on HuggingFace, a streaming security probe based on Qwen/Qwen3.8-Flash-Next with only 5.18M parameters. It reuses base model hidden states to score tokens sequentially for query intent, response safety, and hallucination risks, keeping decoding overhead below 0.5%.
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