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.

Reliance Industries Ltd (RIL) chairman and MD Mukesh Ambani today announced a new joint venture with Meta to develop and deliver open source AI models for Indian enterprises.