Retrieval over raw generation
Meal plans are built on retrieved nutrition knowledge, not generated from the model’s memory, because a hallucinated meal plan is worse than none.
Most nutrition apps give the same plan to everyone, and few are built for Arabic speakers. Personal guidance from a nutritionist exists, but it costs money and time most people won’t spend.
And an AI that invents a meal plan is worse than no plan at all. Accuracy had to come before fluency.
Meal plans are built on retrieved nutrition knowledge, not generated from the model’s memory, because a hallucinated meal plan is worse than none.
The prompt system was tuned for nutritionally accurate, specific output: quantities and real foods, not vague advice.
Adaptive check-ins ask how the plan is going and adjust, instead of ending the conversation after one answer.
Every lead came from organic video content. It proved people wanted it before any money went into marketing.
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