Modular orchestration, fail-safe design, hybrid memory management, and LLM integration with domain knowledge are essential to agentic systems that reason, act, and adapt at scale.

The Web Application, written in Java, is leveraging open-source technologies, specifically MySQL, as a Database, Apache as a Web Server, and CentOS 8.5 as the Operating System. The underlying ...