I think you might be conflating an agent with an LLM.

The term "agent" isn't really defined, but its generally a wrapper around an LLM designed to do some task better than the LLM would on its own.

Think Claude vs Claude Code. The latter wraps the former, but with extra prompts and tooling specific to software engineering.