๐๐ ๐ฆ๐ฎ๐ถ๐ฑ ๐ฆ๐๐ฎ๐ฝ ๐ง๐ต๐ฒ ๐ฃ๐ฆ๐จ ๐๐ฒ ๐ฆ๐ฎ๐ถ๐ฑ ๐ข๐ป๐ฒ ๐ ๐ผ๐ฟ๐ฒ ๐ง๐ฒ๐๐
Marco had a problem. His PC reset every time his AI model ran.
No errors. No logs. The screen went black.
He used an AI agent to debug.
The AI set up remote logs. The logs stayed silent.
This proved the PC died too fast for the CPU to write. It was a hardware reset.
The AI checked the history. Marco once had a bad power supply. The AI told him to buy a new one.
Marco paused. He saw a detail.
A heavy test at 284 watts stayed stable. A tiny request killed the PC.
A bad power supply fails under heavy load. This failed under a strange load.
He asked the AI to test the load shape.
They found the trigger. Partial offloading caused a stutter. This stutter killed the machine. Full offloading worked.
Marco did not spend money on hardware. He changed one setting.
The system stayed stable for 2,272 requests.
Lessons for you:
- Silence is data. If logs are empty, look below the software.
- Get a trigger. Stop hunting ghosts. Run experiments.
- Test the shape of the load, not the size.
- Trust your gut when the data feels off.
AI is a great tool. It is fast and tireless. But humans find the gaps in the logic.
The pair solves the bug.
Source: https://dev.to/lenriqueotero/his-ai-said-swap-the-psu-he-said-one-more-test-2i7g Optional learning community: https://t.me/GyaanSetuAi