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 United States is one of the only countries in the world with a cash bail system that is dominated by commercial bail bondsmen. This system discriminates against people of color and the poor, and ...