Software historians view these projects as the natural evolution of personal knowledge management systems. We are moving away from passive wikis toward active, agent-driven cognitive loops. Earlier systems required manual linking and tagging. Modern architectures like MIDAS and OpenKL automate link generation using semantic embeddings and stream processing. This shift represents a transition from static documentation to dynamic, self-organizing external memory systems that actively participate in the user's reasoning process.