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

What does human in the loop (HITL) mean for an agent, and when is it used?

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?

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…

Which practices reflect the principle of least privilege applied to an agent's tool set?