By 2026, when local LLMs combined with Coding Agents become truly mature, they will fundamentally change the rules of personal knowledge management. Imagine having an Agent that intelligently organizes the vast amount of documents and materials in Obsidian for you, automatically categorizing, linking, and extracting—this kind of efficiency boost is a qualitative leap.

Honestly, the PKM tool category has already begun to take off in the past two years, and the market is not short of excellent product forms. But what’s missing is that final step—genuine intelligent orchestration capability. Once this gap is filled, the way personal knowledge systems are organized will be redefined. This is not just an upgrade of tools, but more like an advancement in productivity.