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Keywords that matter — and pitfalls that ship

Practical writing on AI citations, production hardening, agents, extensions, and the failure modes we keep seeing in AI-built products.

12 Aug 2026·AI pitfalls · Process · SaaS rescue

AI builds it. You engineer it.

Vibe coding writes code. AI-directed engineering owns architecture, security, and ship discipline. The operator vs builder split — and how AppTime works with both.

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