全球第四大汽车制造商Stellantis在2025年经历了一场代价沉重的战略转身。该公司2月26日发布的财报显示，全年净亏损高达223亿欧元（以当前汇率计算约为1802亿人民币），这主要源于下半年启动业务重组产生的254亿欧元非常规费用。尽管全年数据承压，但下半年运营已出现回暖信号，营收恢复增长，现金流状况较上半年大幅改善。这家拥有Jeep、玛莎拉蒂、标致、雪铁龙等14个品牌的汽车巨头，在2025年净营收录得1535亿欧元，同比微降2%。该公司解释称，外汇因素影响及上半年新车价格下降是影响营收的主要原因。
Orlando Davis died in September 2021, aged 14 days, after staff at Worthing Hospital in Sussex failed to spot his mother had developed hyponatremia, a lower than normal level of sodium in the bloodstream, during labour. An inquest concluded that neglect had contributed to the infant's death.
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But that’s unironically a good idea so I decided to try and do it anyways. With the use of agents, I am now developing rustlearn (extreme placeholder name), a Rust crate that implements not only the fast implementations of the standard machine learning algorithms such as logistic regression and k-means clustering, but also includes the fast implementations of the algorithms above: the same three step pipeline I describe above still works even with the more simple algorithms to beat scikit-learn’s implementations. This crate can therefore receive Python bindings and even expand to the Web/JavaScript and beyond. This also gives me the oppertunity to add quality-of-life features to resolve grievances I’ve had to work around as a data scientist, such as model serialization and native integration with pandas/polars DataFrames. I hope this use case is considered to be more practical and complex than making a ball physics terminal app.
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