The Llama-agentic-system is a system-level agent component based on the Llama 3.1 model, capable of performing multi-step reasoning and utilizing built-in tools, such as search engines and code interpreters. This system also emphasizes security assessments with input and output filtering via Llama Guard to ensure safety requirements are met across different use cases.