# TechnologyHow we built a self-evolving memory system for QoderThe architecture, retrieval strategy, and benchmark results behind Qoder's self-evolving memory

Qoder developed a self-evolving memory system with an architecture adopting the Retrieval-Augmented Generation (RAG) strategy, supporting a context window of 128k tokens, achieving a score of 95.8 on the HumanEval reasoning benchmark. The system achieves continuous optimization by dynamically adjusting the knowledge base and parameters, and is currently integrated in a closed-source form within the Qoder Agent for enterprise use.