Agentic workflow abstraction lets a user express intent and receive a useful result without supervising every model call, agent handoff, tool invocation, retry, and intermediate artifact. The system owns orchestration while exposing the decisions and evidence that matter to the user.
Abstraction should reduce cognitive load without concealing risk. Users still need clear status, approval for consequential actions, error explanations, provenance, cancellation, and the ability to inspect relevant evidence when the workflow fails or behaves unexpectedly.



