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.

In a rescue effort, he independently enacted a public art plan for a renewal.The vision includes installing three to five large public artworks around the neighborhood that will be funded by private ...