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字节跳动开源多智能体研究框架 DeerFlow:聚焦人机协作与复杂任务自动化

字节跳动近日开源发布多智能体研究框架 DeerFlow,旨在将大语言模型(LLM)能力与领域工具深度整合,提升复杂科研任务的自动化与协作效率。DeerFlow 基于 LangChain 和 LangGraph 构建,采用多智能体架构,模块化划分任务,如任务规划、知识检索、代码执行与报告生成,支持异步执行与层级调用,具备良好的透明性与可调试性。

该框架集成 Web 爬虫、Python REPL、可视化分析等工具,兼容字节跳动内部模型控制平台(MCP),并支持多模态输出生成,如幻灯片、播客脚本等。DeerFlow 强调“人类在环”原则,允许用户随时介入决策过程,确保推理透明、结果可靠。

DeerFlow 支持 Python 3.12+ 与 Node.js 22+,使用 uv 和 pnpm 管理环境,附带预设流程与示例代码,采用 MIT 许可证开放,鼓励社区参与与拓展。该框架为学术、企业及研发团队提供了一个高可扩展、高度协作的研究自动化基础。

DeerFlow

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字节跳动开源多智能体研究框架 DeerFlow:聚焦人机协作与复杂任务自动化

字节跳动近日开源发布多智能体研究框架 DeerFlow,旨在将大语言模型(LLM)能力与领域工具深度整合,提升复杂科研任务的自动化与协作效率。DeerFlow 基于 LangChain 和 LangGraph 构建,采用多智能体架构,模块化划分任务,如任务规划、知识检索、代码执行与报告生成,支持异步执行与层级调用,具备良好的透明性与可调试性。

该框架集成 Web 爬虫、Python REPL、可视化分析等工具,兼容字节跳动内部模型控制平台(MCP),并支持多模态输出生成,如幻灯片、播客脚本等。DeerFlow 强调“人类在环”原则,允许用户随时介入决策过程,确保推理透明、结果可靠。

DeerFlow 支持 Python 3.12+ 与 Node.js 22+,使用 uv 和 pnpm 管理环境,附带预设流程与示例代码,采用 MIT 许可证开放,鼓励社区参与与拓展。该框架为学术、企业及研发团队提供了一个高可扩展、高度协作的研究自动化基础。

DeerFlow

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The global forecast for the Asian markets is murky following recent volatility, with crude oil prices providing support in what has been an otherwise tough month. The European markets were down and the U.S. bourses were mixed and flat and the Asian markets figure to split the difference.The TSE finished modestly lower on Friday following losses from the financial shares and property stocks.For the day, the index sank 15.09 points or 0.49 percent to finish at 3,061.35 after trading between 3,057.84 and 3,089.78. Volume was 1.39 billion shares worth 1.30 billion Singapore dollars. There were 285 decliners and 184 gainers.

How Does Bitcoin Mining Work?

Bitcoin mining is the process of adding new transactions to the Bitcoin blockchain. It’s a tough job. People who choose to mine Bitcoin use a process called proof of work, deploying computers in a race to solve mathematical puzzles that verify transactions.To entice miners to keep racing to solve the puzzles and support the overall system, the Bitcoin code rewards miners with new Bitcoins. “This is how new coins are created” and new transactions are added to the blockchain, says Okoro.

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