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Shoppers don't describe products, they quote them. Copaon matches the quote back to the catalog: 50,000 products narrowed to one in two turns.
An LLM agent that autonomously proposes, codes, tests, and iterates on recsys models for KuaiRand-Pure — zero manual intervention, +0.0022 delta over baseline, full run-by-run transparency.
