Of course, fermaw does have protections against this. For one, he aggressively throttles bursty traffic meaning downloads can go from a few hundred KB/s to 50-ish KB/s. Of course, it will in every case be several times faster than listening and recording anyways.
icon-to-image#As someone who primarily works in Python, what first caught my attention about Rust is the PyO3 crate: a crate that allows accessing Rust code through Python with all the speed and memory benefits that entails while the Python end-user is none-the-wiser. My first exposure to pyo3 was the fast tokenizers in Hugging Face tokenizers, but many popular Python libraries now also use this pattern for speed, including orjson, pydantic, and my favorite polars. If agentic LLMs could now write both performant Rust code and leverage the pyo3 bridge, that would be extremely useful for myself.
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GLU/SwiGLU 在实际中是门控形式（two linear branches），是向量上的逐元素操作；为了在一维上可视化，我用简化的标量形式来画图 —— 把两条分支都用相同的输入值（即把 a=x, b=x），因此 GLU(x)=x∗sigmoid(x) SwiGLU(x)=x∗SiLU(x) 。这能直观展示门控机制的形状差异。
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习近平总书记有着深邃思考：“全面实施乡村振兴战略的深度、广度、难度都不亚于脱贫攻坚，必须加强顶层设计，以更有力的举措、汇聚更强大的力量来推进。”