liuml07 commented on PR #26735:
URL: https://github.com/apache/flink/pull/26735#issuecomment-3034733520

   I started using Claude Code (internal version integrated in our company) to 
analyze the code repository for better code walkthrough. It explains the code 
pretty well thanks to the clear code structure, comprehensive javadoc and Java 
practices.
   
   After I found one typo in the code which seems easy to fix, I'm wondering if 
there are more. Manual effort seems unnecessary so I used a prompt for AI. The 
prompt is something like (I forgot the exact one):
   ```
   You are a Flink developer. Please find typos in this repository and fix them.
   You can make edits and commit to git directly in this folder.
   Do not break any user-facing public classes or state compatibility.
   ```
   It took a dozen of tokens to finish. Pretty quick. I guess if you just set 
AI assistant up the first time, it might be using more tokens to do initial 
analysis. So I go more typos and then manually reviewed them before filing this 
PR.
   
   I presume it can help with other cases, but have not tried to unlock its 
power. Internally we use it for writing tests before rolling new versions of 
Flink jobs.


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