# 完成10余次用户访谈后发现：开放式验证极易浪费token

- 来源：Thariq (@trq212)
- 发布时间：2026-04-08 11:37
- AIHOT 链接：https://aihot.virxact.com/items/cmnw1ywit01hjslc32565ml0o
- 原文链接：https://x.com/trq212/status/2041722125510377705

## AI 摘要

已完成10余次Claude Code用户屏幕共享访谈，关键发现：用户容易在开放式验证上消耗大量token却未能提升输出质量，将撰写高效使用指南。此前正在招募MAX 20x套餐token异常耗尽的用户参与调研，以改进/usage功能的信息展示。

## 正文

done about 10 of these calls so far + looked at more transcripts

many learnings but one of the biggest is that it's very easy to spend a lot of tokens on open ended verification that doesn't make your output better

I'll try and write more on how to do it efficiently

### 引用推文

> Thariq：I want to do a few more of these calls. If your MAX 20x plan ran out of tokens unexpectedly early and you're willing to screenshare and run some prompts through...