Human-in-the-Loop AI Agents: Building Trust Through Oversight
Irreversible actions : Deletions, payments, deployments High cost operations : Expensive API calls, resource provisioning Sensitive data : PII handling,…
6 articles
Irreversible actions : Deletions, payments, deployments High cost operations : Expensive API calls, resource provisioning Sensitive data : PII handling,…
Real tasks often require iteration: Refinement : Improve output quality through multiple passes Retry : Handle failures with backoff strategies Search :…
Route based on multiple state attributes: Sometimes you don't know all routes ahead of time: Multiple decision points in sequence: Route with randomization…
All require state management beyond simple request-response.
Think of your agent as a state machine: Nodes : Processing steps (functions that transform state) Edges : Transitions between steps State : Accumulated…
LangGraph provides these capabilities through a graph-based execution model.