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.
德国电气与电子行业研发实力突出，目前拥有约9万名研发人员，70%的企业定期开展产品或流程创新，年均专利申请量达1.3万项，推动德国制造业1/3的创新成果落地。当前，德国正加快工业人工智能在电气与电子行业的应用，依托深厚的工业基础挖掘工业数据红利。企业层面，西门子研发工业人工智能产品与解决方案，推出智慧能碳管理平台Smart ECX，帮助企业监测能耗数据、管理碳足迹；博世集团从传统汽车供应商转型为领先的传感器、人工智能解决方案和互联产品供应商；软件企业SAP打造的平台，为物联网技术与工业应用的融合提供了支撑。，更多细节参见heLLoword翻译官方下载
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