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Ani: Multi-Agent Harvest Grading & Market-Matching
Benguet grows roughly 80% of Metro Manila's vegetables — and up to half rots or is dumped before it sells. It isn't a growing problem; it's a coordination problem. Farmers harvest blind into gluts, prices crash, and there's no cold chain to hold what does sell. The losses are happening this season, and they're a software problem. Ani is that fix. A farmer photographs a harvest, and a single vision pass identifies the crop, estimates volume, and scores quality and remaining shelf-life. From there, three specialized agents run under one orchestrator: the Harvest Grader — a LoRA-fine-tuned Gemma 3 vision model — produces a spoilage-urgency score; the Demand & Price Oracle matches the graded crop to live NCR wholesale demand and price using embeddings; and the Logistics Router sequences dispatch so the most perishable loads move first. The whole stack — the Gemma vision grader, the reasoning matcher, and the embeddings — co-hosts on one AMD Instinct MI300X. Its 192 GB of HBM3 runs all three models on a single card, on-prem and private, so a cooperative's pricing, contracts, and farmer data never leave the co-op; on an 80 GB GPU you'd need several machines. Ani grades, matches, and dispatches a harvest — before it spoils. Built by The ODYZEUS for the AMD Developer Hackathon: ACT II — Track 3 (Unicorn).
13 Jul 2026
