advanced-llm

🧠 MemForge gives LLM apps semantic long-term memory without replaying entire conversations. It extracts durable facts, reconciles them with existing memories using ADD/UPDATE/NOOP, and retrieves only relevant context for each question. ⚡ Built with Python, OpenAI, MongoDB & Streamlit for efficient, transparent, token-aware inference.

The "Write Once, Run Everywhere" AI library that handles ALL the heavy lifting. This is NOT just another LangChain wrapper. UltraGPT is a battle-tested, production-grade abstraction that solves the real problems developers face when building AI applications.