Evolution of AI thus far: LLM Processing Flow — The starting point. Text in, text out. Predictive, but not adaptive. LLM with Document Processing — Extending LLMs to structured input. The first step toward utility. LLM with RAGs and Tools — Connecting models to external knowledge and APIs. Retrieval meets generation. Multi-Modal LLM Workflow — Integrating text, vision, and memory. A move toward multi-context understanding. Advanced AI Agent Architecture — Adding decision loops and persistent mem

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