/en/tags/self-evolution-path/Recent content in Self-Evolution Path on TimoNova Tech StackHugoenTue, 26 May 2026 00:00:00 +0800/en/posts/agent-evolution-self-improvement/Tue, 26 May 2026 00:00:00 +0800/en/posts/agent-evolution-self-improvement/<blockquote> <p><strong>TL;DR</strong>: 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 memory, skills, and evaluation/rollback mechanisms. What truly matters is not remembering more automatically, but consolidating effective experience into verifiable, deletable, rollback-capable capability assets.</p> </blockquote> <p>This is the second article in the Agent Evolution Series.</p> <p>The first article discussed the execution path: how agents move from answering to doing.</p>