I Stopped "Prompting" GPT-5. This 45-Line Context Engine Fixed My Hallucinations.
Yesterday at 3:00 AM, I was ready to throw my M4 Mac Mini out the window.
I was locked in a recursive argument with GPT-o1. I needed it to refactor a simple authentication middleware, but it kept hall
buildwithclarity.hashnode.dev6 min read
Apurv Julaniya
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This is a powerful shift—from prompting to system design. Most people still blame hallucinations on the model, but your approach highlights the real issue: lack of structured context. The idea of a “45-line context engine” is especially interesting because it turns AI usage from: trial-and-error prompting → into deterministic, repeatable workflows That’s where real leverage comes from. Also aligns with what many GPT-5 experiments are showing—structure beats volume when it comes to getting reliable outputs �. Medium Curious to know: How do you handle dynamic context (changing tasks) without breaking the system?