Agent Evolution Series (5): A Global View — Why the Three Paths Ultimately Converge

TL;DR: The three paths ultimately converge because real tasks simultaneously require understanding the current situation, reusing historical experience, and executing real actions…

Agent Evolution Series (4): The Final Form — Governed Agent Runtime

TL;DR: The final form of agents is not one path winning over the others, but the convergence of execution, self-evolution, and personal context into a governed Agent Runtime. This…

Agent Evolution Series (3): The Personal Context Path — How Agents Truly Understand You

TL;DR: The core of the personal context path is transforming agents from general assistants into assistants that truly understand your situation. It will evolve from preference me…

Agent Evolution Series (2): The Self-Evolution Path — How Agents Get Better with Use

TL;DR: The core of the self-evolution path is making agents stop treating every interaction like a first meeting. It will progress from in-conversation learning to long-term memor…

Agent Evolution Series (1): The Execution Path — From Answering to Doing

TL;DR: The core of the execution path is moving agents from “giving advice” to “completing tasks.” It will evolve from tool calling to browser operations, local automation, and go…