作为阿里云历史积淀深厚的一站式数据开发治理平台，DataWorks 已深度集成于阿里巴巴集团99%以上的业务单元，成为支撑全域数据资产的核心基础设施。DataWorks 不仅集成了大数据引擎（如 Spark、Flink），还纳入了 AI 引擎（如 Ray），支持从数据处理到大模型训练推理的全流程。
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根據克萊爾的觀察，2025年1月的TikTok禁令成了國際網路上關於中國討論輿論風向的轉折點。
Claude Code worked for 20 or 30 minutes in total, and produced a Z80 emulator that was able to pass ZEXDOC and ZEXALL, in 1200 lines of very readable and well commented C code (1800 lines with comments and blank spaces). The agent was prompted zero times during the implementation, it acted absolutely alone. It never accessed the internet, and the process it used to implement the emulator was of continuous testing, interacting with the CP/M binaries implementing the ZEXDOC and ZEXALL, writing just the CP/M syscalls needed to produce the output on the screen. Multiple times it also used the Spectrum ROM and other binaries that were available, or binaries it created from scratch to see if the emulator was working correctly. In short: the implementation was performed in a very similar way to how a human programmer would do it, and not outputting a complete implementation from scratch “uncompressing” it from the weights. Instead, different classes of instructions were implemented incrementally, and there were bugs that were fixed via integration tests, debugging sessions, dumps, printf calls, and so forth.