ARTICLE27
How to Integrate AI and LLMs into Production Web Apps (Lessons from the Field)
DEV.to AIΒ·May 28, 2026
This content highlights common mistakes in integrating AI and LLMs into production web applications, emphasizing that many treat it as a regular feature, overlooking crucial engineering discipline. It stresses the non-deterministic nature of LLM calls, advocating for core features like defensive parsing, fallback logic, and output validation to manage unpredictable responses.
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