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AI films with receipts: every frame hash-sealed to Backblaze B2, every film publicly verifiable — no login required.
From shelf photo to measured pour—AI recognizes what you have, while authored recipes guide every motion.
Turns cross-border inquiry emails (EN/中文) into approved bilingual price quotes — a 6-stage Qwen agent pipeline on Alibaba Cloud, with exactly one human approval. LLMs never do the math.
