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

说明与用途

通过预先为文档章节指定模型或人工所有权，工作流程将 AI 生成限制在指定部分，自动化提示创建，强制执行边界，并将人工审查集中在决策关键部分，从而提高效率和质量。

问题

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.

结果

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.

工作流

• 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.

证据

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

来源

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

来源