What you’ll take away

• 01Write constrained API prompts with role, task, context, limits, and explicit uncertainty handling
• 02Convert model output into typed JSON and validate it before downstream use
• 03Evaluate model behavior with labeled cases, confidence-independent checks, and operational limits

180 minutes of practical learning

Separate probabilistic interpretation from deterministic decisions

Connect the topic to your day-to-day work.

Engineer a production prompt and output contract

Follow a worked example and inspect its limitations.

Validate parseability, types, limits, and authorization

Try the method with approved sample data.

Connect the model to deterministic workflow tollgates

Apply the method to a realistic team challenge.

Build an evaluation heatmap and failure plan

Capture what you learned and choose your next action.