The hard part of a working agent is not the model or the framework. It is scoping a task narrow enough to be reliable and designing what happens when it is wrong. Workflow versus agentic loop, why tool design carries most of the quality, the guardrail set that matters, building an eval set before you build the agent, and how token spend accumulates in a loop.