How to fix a vibe-coded app: what breaks first
Scans of live vibe-coded apps keep finding the same faults: open databases, leaked keys, no backups. How to check yours, and when to fix or rebuild.
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Engineering field notes
Architecture, data and AI in production, written by the engineers who ship it.
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Notes from the Extrums engineering team
What we learn shipping the systems we build: architecture decisions, data plumbing, and the unglamorous parts of getting software into production.
Every article starts on a project: a decision we had to defend, a migration we could not skip, a model we had to prove before it went live. Client names stay out; the reasoning stays in.
Written by the engineers who did the work. If a post touches a system you are running, a technical call is the quickest way to compare notes.
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Is AI making developers faster? What studies show
Developers say AI makes them faster. Studies from 2025–2026 agree for the individual and disagree for the team. What each one measured, and what to do.