The obvious lesson is: always provide your agents with design hints and extensive documentation about what they are going to do. Such documentation can be obtained by the agent itself. And, also, make sure the agent has a markdown file with the rules of how to perform the coding tasks, and a trace of what it is doing, that is updated and read again quite often.
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const result = Stream.bytesSync(encrypted);
在2025云栖大会上，DataWorks 发布多项重磅能力，全面升级为面向开源湖仓的智能数据开发治理平台。依托 Data Lake Formation（DLF） 与统一元数据服务，实现结构化、半结构化及非结构化数据的统一管理。新增多模态数据管理、ChatBI、Data+AI 开发 Notebook 等模块，结合 Serverless Spark 引擎优化，大幅提升开发效率与资源利用率。