How AI Reads a Meal Photo: Dual-Model Vision, Perceptual Hashing, and Confidence
A modern meal-photo pipeline has four stages — quality, duplicate detection, LLM vision, and confidence-gated review — plus an enrichment layer. Here's how each step keeps the output honest.