Two Pockets, One Doc: A Draft-Budget Workflow for AI-Generated Documentation

Описание и применение

Планирование разделов документации с назначением владельцев (модель или человек) позволяет ограничить генерацию ИИ только нужными частями, автоматизировать запросы и сосредоточить человеческий обзор на критических решениях, тем самым повышая эффективность и качество.

Задача

Review queues for AI-generated documentation become bottlenecks because humans must verify large amounts of generated prose, leading to wasted effort on unnecessary review of model output.

Результат

The workflow reduces human review time by focusing on decision-critical sections, prevents model drift into human-owned content, and maintains a clear audit trail of ownership.

Рабочий процесс

• List sections and assign owners (model or human) based on content type.
• Write section-level prompts with explicit output shapes and constraints.
• Generate model-owned sections using free-tier resources (e.g., MonkeyCode).
• Run a boundary check script to ensure model did not fill human-owned sections and no forbidden terms appear.
• Review only the human-owned seams for decisions and correctness.

Доказательства

The bottleneck in AI-assisted documentation is not generation; it is the review queue.

Источник

A draft budget solves this by labeling sections before the first prompt is sent.

Источник