产品与商业 4.0 · 优秀 2026-05-03 · X

Pete Yang对话前Tinder CPO:构建AI产品的3层context系统

Pete Yang 与前 Tinder CPO Ravi Mehta 合作,提出构建有用 AI 产品的3层 context 系统:Functional 层(应用做什么)、Visual 层(应用长什么样)和 Context 层(当前交互上下文)。Pete 指出目前 AI 使用中最常见的错误是不主动管理 context——模型无法有效利用历史信息,导致输出质量下降。这套3层框架可帮助产品经理和开发者系统性地设计 AI 产品的信息架构,避免常见的信息流混乱问题,是一个可复用的产品方法论。

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Pete Yang对话前Tinder CPO:构建AI产品的3层context系统

English原文

The number one mistake I see in AI usage is not managing your context proactively.

Here's my new episode with @ravi_mehta (ex-CPO Tinder) where he shared his 3-layer context system to build useful AI products:

→ Functional: What the app does → Visual: What the app looks like → Data: How the data structure works

Ravi showed me exactly how to combine all 3 layers live by building a music discovery app from scratch.

You'll never prompt AI the same way again after learning about Ravi's approach.

📌 Watch now: https://t.co/47LQm12LFT

Thanks to our sponsors: @WisprFlow: Don't type, just speak https://t.co/oqHJ8bN3ll @linear: The AI agent platform for modern teams https://t.co/tgWf9oL4bs

中文翻译

原文: The number one mistake I see in AI usage is not managing your context proactively.

Here's my new episode with @ravi_mehta (ex-CPO Tinder) where he shared his 3-layer context system to build useful AI products:

→ Functional: What the app does → Visual: What the app looks like → Data: How the data structure works

Ravi showed me exactly how to combine all 3 layers live by building a music discovery app from scratch.

You'll never prompt AI the same way again after learning about Ravi's approach.

📌 Watch now: https://t.co/47LQm12LFT

Thanks to our sponsors: @WisprFlow: Don't type, just speak https://t.co/oqHJ8bN3ll @linear: The AI agent platform for modern teams https://t.co/tgWf9oL4bs

*注:此内容由AI自动抓取和翻译生成*