From Outage to Architecture Map with AI

We once had a service outage that quietly lasted for several days. Not because we had no monitoring. Not because QA did not test. But because one part of the system was not covered by any alert or test - and we were not aware soon enough. The first reaction was obvious: “Let’s add one more test.” The second question was scary: “How many other blind spots like this exist?” ...

March 1, 2026 · 6 min

Vibe Coding With Codex: 4 Apps in 6 Days

I thought AI would struggle with hard engineering problems. Instead, the biggest surprise was how quickly the whole build loop collapsed into something almost absurd: idea -> code -> deploy -> feedback -> repeat. In the past 6 days, I built 4 apps. Each app took roughly ~30 commits until I was happy. And each commit was basically one verification loop. One loop to rule them all My workflow became: ...

February 17, 2026 · 5 min

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