Shopify
Coding agents

Flow generation through natural language: An agentic modeling approach

Our short summary of Shopify’s engineering write-up. The full story, with all the detail, is on their blog.

Read the full write-up on shopify.engineering (opens in a new tab)

Problem

Store owners find it hard to create Flow automations without coding.

Solution

Shopify fine‑tuned Qwen3‑32B into a tool‑calling agent that converts plain English into Flow workflows, using merchant data and weekly retraining for speed and cost gains.

2.2x faster, 68% cheaper

Want the architecture, code and numbers? They’re in the original post.

Read the full write-up on shopify.engineering (opens in a new tab)

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