Discussion: AI Agent Architecture / RAG Implementation
The Context Window Problem: Why Self-Hosted Memory is the Next Dev Frontier Every dev building AI agents eventually hits the same wall: context management. We use RAG to fetch data, but managing a ...
Source: DEV Community
The Context Window Problem: Why Self-Hosted Memory is the Next Dev Frontier Every dev building AI agents eventually hits the same wall: context management. We use RAG to fetch data, but managing a user's entire digital life across years of records is a different beast. Plus, the privacy implications of sending all that 'long-term memory' to a 3rd party API are a nightmare. I’ve been experimenting with Nexus Memory, a self-hosted hub that acts as a private memory layer. The idea is to let users store their own records and provide a secure context API that only authorized agents can hit. It shifts the burden of data hosting from the developer to the user (who gets to keep their privacy). Are you guys seeing more demand for 'local-first' AI data, or is the convenience of centralized vectors still winning? I'd love to hear how others are balancing persistent context with user data sovereignty.
