xMemory: Why Top-k Retrieval Breaks for Agent Memory
Introduction
LLM agents no longer begin and end in a single context window. We’re now in the era of cross-session, long-running agents. Products like Claude Code, OpenClaw, and other agentic workflows are built to carry context across days of work, not minutes. The bottleneck is not context length anymore.
