This patent describes comprehensive systems and methods for implementing agentic approaches in retrieval-augmented generation frameworks. The invention focuses on developing intelligent agent-based architectures that enhance the capabilities of AI systems in information retrieval and response generation. The patented technology includes novel approaches for agent coordination, multi-modal processing, and context validation, providing robust solutions for enterprise-level applications. The system leverages machine learning models to generate insights and automate decision-making processes while ensuring accuracy and reliability through advanced validation mechanisms.