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Shopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data

May 16, 2026·4 min

Shopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data

Shopify's production AI Agent cold start approach: zero real conversation data, reverse-engineering training samples from existing business workflows, fine-tuning Qwen-32B for 2.2x speed gain and 60% cost reduction.