LLM agents

TODO introduction.

• LLM reasoning — TODO description.
• OpenAI Responses API — TODO description.
• State and memory — TODO description.
• Tool selection — TODO description.
• LLM workflows — TODO description.
• Single-agent loop — TODO description.