real-time-memory

The author describes a backend agent memory system that outputs embedded state parameters instead of natural language chunks, using a GGUF adaptor with a qwen3 model. It employs dual perpendicular graphs and cyphers for real-time memory integration, potentially eliminating the need for context windows, RAG, and tool schemas.