Developers Are Building Shared Memory Layers to Stop AI Agents From Repeating the Same Mistakes

A growing number of engineers are tackling one of the most persistent pain points in AI-assisted coding: agents that start from scratch on every project, re-encountering bugs they've already solved. The emerging fix is persistent memory infrastructure connected via MCP.