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neither camp supports intersection (&) or complement (~), which is a shame because it’s been known as early as 1964, but forgotten since then, before being brought to attention again in 2009, or as Owens, Reppy and Turon put it, it was “lost in the sands of time”.. and subsequently forgotten again until 2019, when it first saw industrial use for credential scanning in SRM, albeit these operators were not exposed to the user back then. RE# is inspired by existing implementations of SRM and .NET NonBacktracking engine (2023), but in a way that hadn’t been done before, and with a lot of engineering work to make it fast and practical for real-world use cases.
微软的 Phi-4 multimodal 也开始尝试商用上线 Azure，3.8B 参数，接受文本、音频和图像输入。开源社区的反馈更加直接——Reddit 上的开发者实测后认为 Qwen 3.5 的 4B 版本是「甜点级」模型：跨任务稳定、无崩溃、远快于 9B 版本。