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🦀 ClawHub

Self-Evolving Harness

by @yuchangxu1989-openclaw

Self-Evolving Harness — 聚焦增强 OpenClaw 的自主性与可控性。从领域意图理解、自主知识沉淀到自主评测与本地 Agent 架构的端到端自主进化，拒绝在 Skill 层面无序熵增。搭配自动化软件研发流水线；反脆弱，即便记忆丢失，Agent 依然有序运行和进化。

Versionv0.0.3
#legal
Source

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Manus
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Cline
VS Code extension for autonomous coding with MCP tools.
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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 Self-Evolving Harness 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.