Product-Judgment Layer for AI Coding Agents

说明与用途

为LLM编码代理添加产品判断层可提升代码质量，关注可访问性、错误处理和用户体验。

问题

AI coding agents can produce working code but often miss product‑level concerns such as confirmation, error handling, undo, accessibility, and user feedback.

结果

Adding a product‑judgment layer prompts agents to consider non‑coding aspects, leading to code that better addresses user experience and safety concerns.

工作流

• 1. Define a reusable instruction layer that prompts the agent to ask "Is this a good way to build it?"
• 2. Embed product principles (accessibility, failure states, destructive actions, usability, sensible defaults) into the instruction layer
• 3. Run the agent on a coding task (e.g., adding a delete button) with the layer enabled
• 4. Compare the output with a baseline run without the layer
• 5. Evaluate differences in product‑quality aspects

证据

Working code does not always mean a good product.

来源