Engineering · From LinkedIn
One sharper clue
Last night, while resolving a production bug, I realized something interesting about debugging.
Many times, it does not happen the way we imagine. First, I guessed something. Then I researched that guess. It failed.
Then I guessed something else. Again failed.
I asked AI tools, gave commits, logs, screenshots. They gave many smart and professional possibilities — memory leak, DB query issue, setTimeout problem, common debugging advice.
Still, nothing felt fully right. Then one random thought came to my mind: “Let me feed the exact req.body also.”
Honestly, I did not even fully believe that would help. But I still tried.
And that turned out to be the real clue. There was an invalid date in the request. That invalid value was becoming null. And because of that, a while(true) loop never met its break condition. That single thing was pushing memory from a few hundred MB to almost 4 GB.
Same thing happened to me earlier also. A PM2 instance was failing with “port already in use.” Normal checks were not helping. AI also started giving broad explanations. Then I shared one small screenshot from lsof. That changed the whole direction of investigation ( reason: ephemeral ports ).
What I learned is: Production bugs are rarely solved by intelligence alone. They are solved by one missing clue. Sometimes the answer is not in more theory.
It is in one extra log, one strange screenshot, one exact request payload, one tiny detail your mind tells you to check.
Lesson: Debugging is not always about knowing the answer. Sometimes it is about collecting the right evidence until the real story appears.
If you are stuck in prod, don’t just think harder. Try to find one sharper clue.