Real-world engineering insights on AI, systems, and scalable design
Real-world engineering insights from 20+ years building scalable systems. Focused on AI, RAG architectures, and production-ready system design.
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This is real. AI speeds up output, but if you skip structure, you’re just building confusion faster. Felt this hard revisiting old code.
This hits a real issue.
Vibe coding works great until you move from isolated outputs to systems. That’s where missing structure starts compounding, unclear data flow, hidden dependencies, and inconsistent behavior across components.
AI makes it easy to build fast, but it also makes it easier to skip the thinking that keeps things stable later.
Ajitabh Singh
CapeStart
Fast code, slow thinking. That’s the real trap.