ShopifyDifficulty: Advanced
Teaching Sidekick to say no: automated data curation with LLM judge consensus
Automated data curation system using consensus from multiple LLM judges to identify when models should refuse low-confidence queries instead of generating unreliable responses.
Interview angle
How would you design a system to improve model reliability by teaching it when to decline requests rather than generating potentially inaccurate responses?
- Failure / topic
Production training data bias toward successful queries, preventing models from learning appropriate rejection behavior
- Concept tags
- Source
- shopify.engineering