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docs: update self-evolution docs

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@@ -15,7 +15,13 @@ In subsequent long-term conversations, the Agent intelligently stores or retriev
<img src="https://cdn.link-ai.tech/doc/20260203000455.png" width="800" />
</Frame>
See [Long-term Memory](/memory) and [Deep Dream](/memory/deep-dream) for details.
Building on this, **Self-Evolution** lets the Agent keep growing through everyday use: after a conversation goes idle, it reviews it automatically to improve skills, follow up on unfinished tasks, and backfill memory and knowledge. It speaks up only when it actually made a change, and every change can be undone. Enabled by default for new installs.
<Frame>
<img src="https://cdn.jsdelivr.net/gh/zhayujie/cowagent-assets@main/screenshots/en/web-console-evolution-demo.png" width="800" />
</Frame>
See [Long-term Memory](/memory), [Deep Dream](/memory/deep-dream), and [Self-Evolution](/memory/self-evolution) for details.
## 2. Personal Knowledge Base