I built an AI studio that hands the unfinished parts to a human developer

Описание и применение

Стационарный AI-студия генерирует полностью работающие веб‑проекты, автоматически тестирует их и выдаёт пакет ZIP с рабочими файлами и HANDOFF.md, где отмечены задачи, требующие вмешательства человека, тем самым сокращая ручную работу.

Задача

AI app builders often produce demos that look good but leave critical backend and integration work unfinished, forcing developers to manually wire payments, databases, email, and authentication.

Результат

The studio automates code generation, testing, and handoff, producing a ZIP with a ready-to-run project and a clear list of remaining tasks, thereby cutting manual effort and improving developer trust.

Рабочий процесс

• Describe idea in plain words
• Studio generates code
• Run code in headless Chromium to collect errors
• If errors exist, ask model to fix and repeat up to two rounds
• Save best version
• Bundle files for preview
• Generate HANDOFF.md with TODO comments
• Provide ZIP download

Доказательства

Most AI app builders end at the same place: you get a demo that looks great, then you open the code and realize someone still has to wire up payments, a database, email, auth.

Источник

The studio generates a working web project, shows it in a preview, and lets you keep changing it in chat.

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Every project ZIP includes HANDOFF.md. The model is told to leave working stubs for anything a browser can't do, marked like this: // TODO(human): send the order to a payment gateway (Stripe, etc.) and

Источник

On Gemini Flash, a single-page project is roughly 300 KRW (about $0.20) to generate.

Источник