Agent Architectures

Two patterns get conflated. A workflow runs LLMs on fixed code paths you wrote — retrieve, then summarize, then classify. An agent hands the model the loop: it decides the next step at runtime.

Default to workflows. Every step you hardcode is a failure mode you deleted. Reach for an agent only when the sequence of steps genuinely can't be known in advance — open-ended research, debugging, multi-source synthesis.