用结构化数据和链式调用语法在代码里快速搭建 GenAI 应用与智能体，并用事件驱动流程编排复杂逻辑，切换模型无需改代码。
基于 Agently 框架搭建的每日新闻自动采集工作流示例，用 LLM Agent 完成搜索与汇总，适合参考如何编排多步 Agent 应用。
…notes Published package: https://pypi.org/project/agently/4.1.4.10/ Validation: Python 3.10/3.14 × FastMCP 3/4, declared-minimum dependency startup/snapshots, typing, Ruf
--- title: Agently 4.1.4.6 Release Notes description: Standard package version inspection, unified reasoning lifecycle events, and live TriggerFlow sub-flow resources. ke
--- title: Agently 4.1.4.5 Release Notes description: Opt-in long-output continuation and Stage-backed TriggerFlow task lifecycle ownership. keywords: Agently, 4.1.4.5, l
Agently 4.1.4.4 Release Notes Agently 4.1.4.4 strengthens two existing owner boundaries: ModelRequest remains responsible for structured-output prompting and validation,
…commit c4ee23009f70d543b9c56a28e6b9b14f9b053d64 . Agently 4.1.4.3 Release Notes Agently 4.1.4.3 is a focused compatibility patch for structured output. It preserves the p