runtime-system

Tencent Cloud database team open-sourced TencentDB Agent Memory, a runtime system that solves the context degradation problem in long tasks for AI agents, compressing short-term context into the memory system through three-layer backtracking and dynamic compression, and integrating a long-term memory pipeline. This is a landmark attempt for AI agent memory systems moving from 'database' to 'runtime'.