Investigate natural language processing schemes private LLM development using LLMs. We aim to explore the state-of-the-art natural language processing algorithms using LLMs for achieving effective long-term memory and private systems (LLM/RAG) via fine-tuning, agentic AI, and improving performance as described here with examples and demos.