【帖子标题】：attune-forms is now on PyPI — and as of this week, it’s a Claude Code plugin.
【帖子标题】：attune-forms 现已上线 PyPI —— 而且从本周开始，它还是一个 Claude Code 插件。
【帖子正文】： Last week I wrote about the idea: an agent’s question should be a typed, validated artifact, not a sentence. This week the machinery shipped as a standalone open-source library.
【帖子正文】： 上周我写了这样一个想法：智能体（agent）提出的问题应该是一个类型化、经过验证的工件（artifact），而不是一句话。本周，这套机制已作为独立的开源库正式发布。
attune-forms gives AI coding agents a second channel beside free-form chat: declarative, validated forms. Independent decisions batch into one round-trip instead of twenty questions. Malformed questions are refused at build time; malformed answers are refused at collection time. Nothing is silently accepted in either direction.
attune-forms 为 AI 编程智能体提供了自由聊天之外的第二个通道：声明式、经过验证的表单。独立的决策可以批量打包为一次往返，而不是二十个问题。格式错误的提问在构建阶段即被拒绝；格式错误的回答在收集阶段即被拒绝。任何方向都不会有静默接受的情况。
Beyond plain fields, three constructs carry conversational meaning:
除了普通字段之外，三种结构承载着对话性含义：
• Decision — the agent proposes: recommended option first, a “why” rationale, a one-line tradeoff under every alternative.
• Decision（决策）—— 智能体提出方案：推荐选项在前，附带”为什么”的理由说明，每个备选方案下方都有一行利弊权衡。
• Pushback — structured disagreement: your approach and the agent’s alternative side by side, and overruling the agent is a first-class outcome, not a failure.
• Pushback（反驳）—— 结构化的异议：你的方案与智能体的替代方案并排展示，而否决智能体是一等公民的结果，而非失败。
• Progress — a status report whose blocked items become a picker: reading the status and unblocking the work are the same gesture.
• Progress（进度）—— 一种状态报告，其中被阻塞的项目会变成选择器：阅读状态与解除阻塞是同一个操作。
One schema, three surfaces: an interactive HTML widget where the host renders rich content, batched plain questions in the terminal, native MCP elicitation where the host supports it. The form degrades — it never breaks.
一套模式（schema），三种呈现界面：交互式 HTML 组件，由宿主渲染丰富内容；终端中的批量纯文本提问；以及宿主支持时的原生 MCP 引导（elicitation）。表单可以降级 —— 但永远不会崩溃。
Two ways in.
两种接入方式。
As a Claude Code plugin (skill + MCP server, no Python setup):
作为 Claude Code 插件（skill + MCP 服务器，无需 Python 环境配置）：
claude plugin marketplace add Smart-AI-Memory/attune-forms
claude plugin marketplace add Smart-AI-Memory/attune-forms
claude plugin install attune-forms@attune-forms
claude plugin install attune-forms@attune-forms
As a Python library:
作为 Python 库：
pip install attune-forms
pip install attune-forms
Python 3.10+, one runtime dependency, 380+ tests, CI on Linux/macOS/Windows, Apache 2.0.
Python 3.10+，一个运行时依赖，380+ 项测试，CI 覆盖 Linux/macOS/Windows，Apache 2.0 许可证。
The part I keep coming back to: every scoping and design decision in building this library ran through the grammar itself — v0.1.0 to v0.4.0 in three days, dogfooded end to end.
我反复回味的一点是：构建这个库时的每一个范围界定和设计决策，都经过了这个语法本身 —— 三天内从 v0.1.0 迭代到 v0.4.0，全流程自产自用（dogfooded）。
The full argument:
完整论述：
https://www.linkedin.com/pulse/communication-grammar-ai-agents-patrick-roebuck-sutse
https://www.linkedin.com/pulse/communication-grammar-ai-agents-patrick-roebuck-sutse
Code:
代码：
https://github.com/Smart-AI-Memory/attune-forms
https://github.com/Smart-AI-Memory/attune-forms
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