ShopifyDifficulty: Advanced
Flow generation through natural language: An agentic modeling approach
Fine-tuned open-source LLM as a tool-calling agent to convert natural language into workflow automations, reducing costs while maintaining accuracy through continuous learning.
Interview angle
How would you design a system to generate automations from natural language while optimizing for cost, speed, and accuracy?
- Failure / topic
Replacing expensive frontier LLM with cost-effective fine-tuned alternative for automation generation
- Concept tags
- Source
- shopify.engineering