Active Learning Escalation (Practical Demos)
Practical examples for uncertain cases escalated to humans and learned from feedback.
When It Helps
Active Learning Escalation is ideal for borderline cases where expert approval is more important than maximum speed.
Demo 1: Borderline Case with Approval
Conversational request in chat: "I am unsure. Give me an answer and honestly tell me if human review is needed."
- Answer with confidence score
- Automatic escalation on threshold
- Feedback feeds directly into the learning cycle
Demo 2: Weekly Learning Review
Conversational request in chat: "Show this week’s most frequent uncertainties and what we should improve in prompt/policy."