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software development

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Grid of tangled useEffect hook blocks illustrating a React code smell

10/15/2026

Why Too Many useEffect Hooks Are a Code Smell

Stacking useEffect hooks usually means logic is in the wrong place. Learn the common useEffect misuses in React, what to use instead, and when an effect is actually the right tool.

By Muhammad Wilayat Shah

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10/15/2026

How to Test LLM Features Before They Reach Production

LLM features that shine in demos often break on real inputs. Learn a practical way to test them with schema validation, small evaluation sets, CI checks, prompt-injection cases and production monitoring.

By Muhammad Wilayat Shah

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