inclusionAI/Qwen3.8-Flash-Next-singprobe release: A streaming safety probe based on Qwen/Qwen3.8-Flash-Next.
SingProbe is a streaming safety probe based on Qwen/Qwen3.8-Flash-Next, which scores query intent, response unsafety, and hallucination risk at each step of generation by reusing the hidden states of the base model, with less than 0.5% overhead during decoding.














