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Install in OpenClaw
/install self-evolving-harness
Description
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。
Usage Guidance
This package looks like a stub or marketing copy rather than a working skill. Before installing or enabling it: (1) treat it as non-functional — it contains no runtime code or instructions; (2) ask the publisher for a full implementation, a README describing runtime steps, and a trustworthy source/homepage; (3) if they provide an implementation later, review the SKILL.md for exact commands, any install URLs, and required environment variables before enabling autonomous invocation; (4) avoid trusting this skill with sensitive credentials or making it always-enabled until its behavior and dependencies are explicit and auditable.
Capability Analysis
Type: OpenClaw Skill
Name: self-evolving-harness
Version: 0.0.3
The skill bundle contains only metadata and a high-level conceptual description in SKILL.md. There is no executable code, scripts, or actionable instructions that could lead to data exfiltration, unauthorized execution, or prompt injection. The content appears to be a placeholder or documentation for an agent autonomy framework.
Capability Assessment
Purpose & Capability
The README/description claims end-to-end autonomous evolution, knowledge consolidation, evaluation, and CI integration, but there are no code files, no install steps, no required binaries, and no environment variables. The requested surface (nothing) does not match the claimed functionality (significant system and network interactions).
Instruction Scope
SKILL.md contains only metadata and a title with no runtime instructions, commands, or guidance for the agent. This makes the skill non-functional as described and prevents verifying what it would actually do at runtime.
Install Mechanism
There is no install spec (instruction-only). That minimizes direct install risk but also means there is no implementation to inspect.
Credentials
The skill requests no credentials or config paths, which superficially reduces risk. However, given the ambitious description, the absence of any required credentials or integrations is unexpected and suggests the package is incomplete or misrepresented.
Persistence & Privilege
always is false and no special persistence or system-wide config changes are requested. The skill is user-invocable only and does not request elevated presence.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install self-evolving-harness - After installation, invoke the skill by name or use
/self-evolving-harness - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.0.3
更新描述至最新项目定位
v0.0.2
补充产品定位描述
v0.0.1
Initial release of Self-Evolving Harness.
- Introduced a self-evolving AI Agent framework focused on controllability and autonomous improvement.
- Defined three core modules: KIVO (cognitive infrastructure), R&D Pipeline (execution infrastructure), and AEO (Agent effect operations).
- Documentation placeholders provided for future development.
Metadata
Frequently Asked Questions
What is Self-Evolving Harness?
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。 It is an AI Agent Skill for Claude Code / OpenClaw, with 146 downloads so far.
How do I install Self-Evolving Harness?
Run "/install self-evolving-harness" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Self-Evolving Harness free?
Yes, Self-Evolving Harness is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Self-Evolving Harness support?
Self-Evolving Harness is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Self-Evolving Harness?
It is built and maintained by yuchangxu (@yuchangxu1989-openclaw); the current version is v0.0.3.
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