LLM reasoning

Large language models enable flexible, probabilistic decisions. They can interpret context and suggest actions beyond fixed rules.

• What an LLM contributes to an agent — How models support reasoning and planning.
• Using an LLM to decide what to do next — Framing decisions as model prompts.
• Limits of LLM reasoning — Non-determinism, cost, and reliability concerns.