AI UNDERDOGSDAILY PICK
AI UNDERDOGS
你的 AI 编程是个黑盒
Your AI coding is a black box
Oh
你每天用 Claude Code
Codex 写代码
回过头一看——token 去哪了？
整个过程完全黑盒
You vibe-code with Claude and Codex all day
Then you look back — where did all
those tokens go?
Total black box
它把你说过的话引回来
It quotes your own words
Oh 不会替你做总结
它直接拉出你说过的话
标注花了多少 token
比如你说了一句「ok i think it worked」
agent 把整个对话重新读了一遍——41.8 万 token 没了
不是说教，是证据
Oh doesn't summarize for you. It pulls your
own words and shows the cost. That time
you said 'ok i think it worked' and
the agent re-read the entire thread — 418k
tokens, gone. Not lecturing. Evidence
★ SIGNAL 1
不用新 AI 来读你的代码
No new AI reading your code
Oh 没有再塞一个 AI 来监控你
它把原始对话存下来
让你现有的 Claude 或 Codex 从中回忆
你可以直接问 agent：上周三那个 bug 怎么修的？
它真的能答出来
Instead of bolting on another AI to spy
on your code, Oh stores verbatim memory and
lets your existing Claude or Codex recall from
it. Ask 'how did I fix that bug
last Wednesday' — it can actually answer
★ SIGNAL 2
复盘 + 教练
Replay plus coaching
每次 session 结束
Oh 会告诉你 token 花在哪了
时间花在哪了
然后从你自己的话里提炼 tips 做 coaching
不需要额外的 AI 分析，数据源就是你
After each session, Oh shows where your time
and tokens went, then coaches you with tips
drawn from your own words. You are the
data source. No extra AI analysis needed
作者自己说得最准：「你的 AI 编程是个黑盒
Oh 让它变成一面镜子」
不是帮你写更多代码
是帮你搞清楚刚才到底发生了什么
The creator put it best: 'Your AI coding
is a black box. Oh turns it into
a mirror.' Not helping you write more code
— helping you understand what just happened
AI UNDERDOGS
看看你的 token 都去哪了
See where your tokens went
Oh
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