decision framework

Agent Loop vs LLM-in-Workflow: Pick the Shape That Matches the Uncertainty

Most jobs need a workflow with one LLM step, not an agent loop. Use a three-tier test — certainty, branching, blast radius — then prove hybrid is enough.