ai-feature-prd

仓库创建 2026年1月29日最近提交 12 小时前SkillHot 收录 20 天前
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把概率性与错误场景写进产品设计,减少上线失败风险

这个 Skill 做什么

生成包含评估与护栏的 AI 功能产品需求文档(PRD)

帮你把 AI 功能的产品需求写成可执行的 PRD,不只是写场景和交互,还把模型会出错的地方、评估标准、护栏和兜底流程都写清楚。适合在要设计或上线用到 model/LLM 的功能时用,避免上线后才发现模型“瞎答”带来的风险。特别之处是把产品 UX(不确定性的展示)和工程指标(eval、成本/延迟预算、fallback)同时落地。

▸ 展开 SKILL.md 英文原文

Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). Produces an AI feature PRD — problem & UX of uncertainty, model approach, eval criteria, guardrails, fallback behaviour, the data flywheel, and cost/latency budget.

办公文档PRDAI 产品不确定性设计通用
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# AI Feature PRD Skill

AI features break the normal PRD because the system is probabilistic: it will be wrong sometimes, and
the product must be designed around that, not in denial of it. This skill extends a standard PRD with
the AI-specific sections that decide whether the feature is trustworthy — the UX of uncertainty, the
eval bar, guardrails, and what happens when the model is wrong.

## Required Inputs

Ask for these only if they aren't already provided:

- **The user problem** and why an AI/probabilistic approach fits it (vs. deterministic rules).
- **What "good" looks like** to the user, and the cost of a wrong answer (low-stakes vs. high-stakes).
- **Inputs available** — context/da
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