Human In The Loop

Design an escalation path for guardrail trips in a customer facing agent

Design the product flow for a VLM that might misread a receipt total or a label

Fill in the LangGraph primitives that pause a graph for human input and resume it later

When should a production agent pause for human approval?

What does a rising approval rejection ratio signal in a production MCP integration?

Which practices represent good host side approval UX for MCP tool calls?

When should automated eval escalate to human review in a production LLM product?

Which user visible failure modes should trigger escalation from automated eval to human review?

How does prompt injection in an agent differ from injection in a chat interface, and why is it OWASP LLM Top 10 #1?

Describe three patterns for inserting human approval into an agent workflow and their tradeoffs

Match each HITL pattern to its defining tradeoff

PremiumWhere in an agent…