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Continuous Evolution
by
chenghaifeng08-creator
· GitHub ↗
· v1.0.1
· MIT-0
233
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Install in OpenClaw
/install continuous-evolution-automaton
Description
持续进化系统 - 每次任务后记录经验、分析原因、归档到经验库，实现持续自我改进。
README (SKILL.md)
🔄 持续进化系统
💰 付费服务
持续进化系统定制:
| 服务 | 价格 | 交付 |
|---|---|---|
| 进化系统搭建 | ¥2000/次 | 完整配置 + 培训 |
| 经验库设计 | ¥1500/次 | 个性化经验归档系统 |
| 自进化逻辑定制 | ¥3000/次 | 根据你的需求定制 |
| 月度进化顾问 | ¥4000/月 | 每周优化 + 进化追踪 |
联系: 微信/Telegram 私信，备注"进化系统"
核心理念
每一次任务执行，都是进化的机会！
🎯 进化机制
1. 经验记录 (每次任务后)
任务完成
↓
记录执行经验
↓
分析成功/失败原因
↓
归档到经验库
2. 定期回顾 (每周/每月)
- 提取成功模式
- 识别失败根因
- 更新决策框架
3. 知识沉淀
- 经验 → 原则
- 原则 → 规则
- 规则 → 自动化
📋 使用方法
手动触发
# 记录一次进化
/evolve log "今天学会了 XXX"
# 回顾经验
/evolve review --days 7
自动触发
- 每次任务完成后自动记录
- 每日 2AM 自动回顾
- 每周一 10AM 生成进化报告
📁 文件结构
continuous-evolution/
├── SKILL.md # 本文件
├── experience-log.md # 经验日志
├── patterns.md # 成功模式
└── anti-patterns.md # 失败模式
作者: Automaton
许可证: MIT
最后更新: 2026-03-20
Usage Guidance
This skill contains a real shell script (evolve.sh) that writes into /root/.openclaw/workspace (experience logs, gap files, capability JSON) and can create P1 JSON tasks in a tasks/queue directory. Before installing or enabling it, verify: 1) whether your agent environment exposes the /root/.openclaw workspace and whether allowing a skill to write there is acceptable; 2) who will install and wire the script into the runtime (there is no install spec or /evolve installer); 3) restrict permissions (run in a sandbox or non-root workspace) and review/modify the script so it uses an explicit, agreed-upon path instead of hard-coded root paths; 4) confirm you want a skill that can create tasks in the agent queue (this can cause the agent to execute follow-up work); and 5) ensure required binaries (jq, bc, awk) exist or update the script to avoid undeclared dependencies. If you can't validate these points, do not enable the skill or only run it manually in an isolated environment after code review.
Capability Analysis
Type: OpenClaw Skill
Name: continuous-evolution-automaton
Version: 1.0.1
The skill bundle implements a 'Continuous Evolution System' designed to log task performance and generate improvement suggestions within the OpenClaw workspace. The core logic in `evolve.sh` performs local file operations to track task history and update capability assessments without any signs of data exfiltration, unauthorized execution, or malicious prompt injection.
Capability Assessment
Purpose & Capability
The name/description (continuous experience logging and improvement) matches the presence of a script that records experiences, analyzes gaps, and updates an assessment. However the script expects and writes to /root/.openclaw/workspace (tasks, memory, skills) and can create P1 tasks in a queue. Those filesystem and task-queue accesses are not declared in the skill metadata and are higher-privilege than a simple 'logger' would need.
Instruction Scope
SKILL.md documents manual and automatic triggers and shows CLI examples (/evolve log, /evolve review) but provides no install to create that command. The actual evolve.sh records experiences, analyzes gaps, updates JSON, and writes tasks into TASKS_DIR/queue — this extends beyond passive logging into modifying agent task queues and scheduling. The SKILL.md also claims automated triggers after every task; the instructions are vague about how that hook is installed or authorized.
Install Mechanism
There is no install spec despite shipping executable code (evolve.sh). That mismatch means authors left it to the integrator to place/enable the script (e.g., creating /evolve or cron hooks). The lack of an install step that would document how the script is wired into the agent is a gap and increases risk because automatic execution is implied but not explained.
Credentials
The skill declares no required env vars or config paths but the script hard-codes and writes to /root/.openclaw/workspace paths. It also creates JSON tasks in a queue directory and writes logs and assessment files. Those are significant privileges not represented in metadata. The script uses utilities (jq, bc, awk) without declaring them; failure modes aside, writing into the agent workspace and task queue is disproportionate unless explicitly justified.
Persistence & Privilege
always:false and user-invocable:true (normal), but the code's ability to generate high-priority evolution tasks in the TASKS_DIR queue gives it an effective mechanism to persist influence by scheduling future work for the agent. That capability represents elevated privilege (modify task queue) and is not documented in skill metadata or SKILL.md hookup instructions.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install continuous-evolution-automaton - After installation, invoke the skill by name or use
/continuous-evolution-automaton - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
- 新增“付费服务”部分，列出系统搭建、经验库设计、进化逻辑定制和进化顾问的收费及联系人信息
- 其余文档内容无实质更动，保持原有用法和机制介绍
v1.0.0
Automaton edition
Metadata
Frequently Asked Questions
What is Continuous Evolution?
持续进化系统 - 每次任务后记录经验、分析原因、归档到经验库，实现持续自我改进。 It is an AI Agent Skill for Claude Code / OpenClaw, with 233 downloads so far.
How do I install Continuous Evolution?
Run "/install continuous-evolution-automaton" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Continuous Evolution free?
Yes, Continuous Evolution is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Continuous Evolution support?
Continuous Evolution is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Continuous Evolution?
It is built and maintained by chenghaifeng08-creator (@chenghaifeng08-creator); the current version is v1.0.1.
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