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Agents in the Wild

Claude Code found a root cause in 45 minutes, not 1-2 days

An inherited app on Azure, an error, and a hunt that could easily take 1-2 days by hand. With CLI access to Azure and the repo, Claude Code ran the config and network checks and found the root cause in about 45 minutes.

Done withClaude CodeSpotted· by HN user albert_e· Oct 20, 2026
Time saved
Easily 1-2 days
Result
Ran checks they might not have thought of alone
“all done in about 45 mins with basic human-in-the-loop guidance”
From the source: Hacker News · 2026-05-15

Spotted: found in the wild. Details are as reported by the source above and have not been independently verified.

What they did

Working with an inherited code base deployed on Azure, they pasted an error message or described the symptom to Claude Code, which had CLI access to both the Azure environment and the repo. Claude Code worked through various configuration checks and network tests across the Azure resources, and through the application logic, to find the cause.

How it went

It surfaced the root cause precisely in about 45 minutes with basic human-in-the-loop guidance, work they estimate would otherwise have taken 1-2 days, on a codebase they didn’t build, where they’d have had to learn some of the skills along the way or might not have thought of some of the checks on their own. They note that doing it the long way would have meant deeper, first-hand understanding, with no guarantee they wouldn’t have given up partway through.

Try it yourself with Claude Code
When troubleshooting an unfamiliar or inherited codebase, give your coding agent CLI access to the relevant cloud environment (e.g. [Azure, AWS]) as well as the repo. Paste the exact error message or describe the symptom, and let it work through configuration checks, network tests, and the application logic to surface the root cause, checking in as needed.

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