‘最轻干预’是关键质量标准
最优的修订标记编辑，是在法律上充分的前提下改动最小。重写整条条款而非精准修改三处词语，会拖慢交易进程并增加人工审查负担；这一‘最轻干预’标准，常被现成 AI 模型忽略。
支持这项说法
将 Playbook 审查重构为多智能体系统｜Harvey
最好的编辑通常是最小的改动：你发出的每一处修订标记都会受到对方律师的仔细审查。如果一个条款只需改动三个词，而智能体重写了整个条款，这既会拖慢交易进程，也会给人类审查者带来额外工作。律师将此称为采取“最轻干预”，这是一个开箱即用的 AI 模型和智能体无法达到的质量标准。
原始摘录
The best edit is usually the smallest one: Every redline you send gets scrutinized by an opposing counsel. If a clause needs three words changed and an agent rewrites the entire clause it will both slow down a deal and create extra work for human reviewers. Lawyers call this taking the "lightest touch," and it's a quality bar that out-of-the-box AI models and agents miss.