BytesAgain › Skills › 向量记忆自我进化系统
🦀 ClawHub
向量记忆自我进化系统
by @lxbl79
向量记忆自我进化系统 - 结合 BGE 向量模型、Chroma 向量库、四层记忆架构，实现自动错误捕获、用户纠正学习、最佳实践积累、语义检索的自我进化能力。
Versionv2.1.1
Use this skill with your agent
Most visitors already have an agent. Pick your environment, install or copy the workflow, then run the smoke-test prompt above.
Manusinvite
Task-oriented agent. Great for testing AI skills end-to-end.
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OpenClaw
Local-first agent. Install skills via ClawHub CLI.
Set up OpenClaw →
Claude Code
Anthropic's coding agent. Paste the prompt or SKILL.md into your session.
Claude Code docs →
Cursor
AI-powered IDE. Use the smoke-test prompt in Cursor Agent.
Open Cursor →
Continue.dev
Open-source AI code assistant. Add SKILL.md as a custom tool.
Continue docs →
Windsurf
Agentic IDE by Codeium. Paste the prompt into Cascade.
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Cline
VS Code extension for autonomous coding with MCP tools.
Cline on GitHub →
Copilot Workspace
GitHub's AI dev environment. Suitable for code-generation skills.
Copilot Workspace →
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What to do next
Skills are meant to be used inside your own AI agent. Install it, run a quick smoke test, then ask your agent to apply it to your real task.
1
Install into your agentCopy the ClawHub install command and run it where your OpenClaw/agent environment is configured.2
Run a smoke testUse the test prompt below to confirm the skill loads and understands the workflow before relying on it.3
Use it in your own agentPaste your actual task into Manus, OpenClaw, Claude Code, Cursor, or another agent that supports skills.I just installed the 向量记忆自我进化系统 skill. Please run a quick smoke test: explain what this skill can do, ask me for the minimum input it needs, then produce one small sample output for a realistic task.