Product-Judgment Layer for AI Coding Agents

Описание и применение

Добавление слоя оценки продукта к LLM‑кодерам повышает качество кода, учитывая вопросы доступности, ошибок и пользовательского опыта.

Задача

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

Результат

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

Рабочий процесс

• 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

Доказательства

Working code does not always mean a good product.

Источник