Numbers crunched: how the votes were cast in the Guardian’s men’s Ashes top 100

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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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Technically, Linux ID is built around decentralized identifiers (DIDs). This is a W3C‑style mechanism for creating globally unique IDs and attaching public keys and service endpoints to them. Developers create DIDs, potentially using existing Curve25519‑based keys from today's PGP world, and publish DID documents via secure channels such as HTTPS‑based "did:web" endpoints that expose their public key infrastructure and where to send encrypted messages.

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此外,德国电气与电子领域企业还积极布局人工智能流程自动化、楼宇电气化供暖、交通领域新型驱动技术转型等领域。行业专家表示,工业人工智能可通过分析工业数据,优化制造流程、开展预测性维护,提升产品质量、降低生产成本。德国经济研究所旗下咨询公司IW Consult研究显示,到2035年,人工智能领域有望为德国创造1440亿欧元附加值。德国电气与电子行业协会执行委员会主席沃尔夫冈·韦伯表示,德国拥有丰富的工业数据资源,在工业人工智能应用方面具备先发优势,拥有巨大商业机遇。

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