“Branching allows you to make a snapshot of the real database, have all the changes that you make go to the snapshot and not affect the production database”

“Or you build security sandboxes where the AI is constrained by hard-coded rules it just cannot override.”

“You can instill that, you have to give them the guidance. Use property-based testing, use metamorphic testing, ... deterministic simulation testing.”

“Doing very small tests and learns to help evolve your use of agentic AI would be key”

“Shopify's AI Chat agent… answers questions about products, sizing, shipping, returns… it uses your catalog and your policies and your knowledge base.”