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Shopify Engineering·Apr 22, 2026·14 min read64

Flow generation through natural language: An agentic modeling approach (2026) - Shopify

We fine-tuned Qwen3-32B into a tool-calling agent that generates Flow automations: 2.2x faster, 68% cheaper, with a weekly retraining flywheel.

AILLMs
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