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instant-genius

作者 chenpengyu1016 · GitHub ↗ · v1.0.0 · MIT-0
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在 OpenClaw 中安装
/install instant-genius
功能描述
一键让 OpenClaw 变聪明:自动配置自我学习记忆、主动行为规则、智能心跳、错误纠正系统。新装 OpenClaw 运行此 skill 后立即拥有自我改进、主动感知、结构化记忆、学习信号检测等核心能力。Use when: setting up a new OpenClaw, user wants agent t...
使用说明 (SKILL.md)

Instant Genius ⚡

一键让 OpenClaw 从听话工具变成聪明伙伴。

运行 setup 后,你的 OpenClaw 将拥有:

  • 🧠 自我学习记忆 — 从错误中学习,越用越准
  • 🚀 主动行为引擎 — 不用催,自己会干活
  • 📊 智能心跳 — 定期自检、整理记忆、发现价值
  • 🔍 学习信号检测 — 自动识别纠正、偏好、模式
  • 💾 结构化记忆 — 热/温/冷三层存储,不丢不忘

快速开始

运行 setup 脚本:

bash scripts/setup.sh

或者让 Agent 自动执行(推荐):直接说"一键变聪明",Agent 会自动完成所有配置。

完成后你的 Agent 会...

能力 之前 之后
被纠正后 下次照样犯 永久记住,不再犯
心跳时 回复 HEARTBEAT_OK 自检+整理记忆+主动发现
完成任务后 直接结束 自我反思,记录教训
用户说偏好 听完就忘 写入记忆,永久遵守
有新发现 不说 主动分享有价值的发现
记忆管理 一锅粥 热/温/冷三层结构化

文件结构

instant-genius/
├── SKILL.md              # 本文件
├── scripts/
│   └── setup.sh          # 一键配置脚本
├── templates/
│   ├── agents-additions.md    # AGENTS.md 追加内容
│   ├── soul-additions.md      # SOUL.md 追加内容
│   └── heartbeat-additions.md # HEARTBEAT.md 追加内容
└── references/
    └── learning-signals.md    # 学习信号参考

包含的模块

1. 自我学习系统

  • ~/self-improving/ 目录结构(memory/projects/domains/archive)
  • 纠正日志(corrections.md)
  • 热/温/冷三层存储规则
  • 自动晋升/降级机制

2. 主动行为规则

  • 逆向提示(每天最多 1 条有价值建议)
  • 主动检查(每周 2-3 次有趣发现推送)
  • 预期需求(根据对话模式预测需要什么)
  • 冷却规则(不刷屏)

3. 智能心跳

  • 自我改进检查
  • 记忆维护(定期整理 MEMORY.md)
  • 有价值发现自动推送
  • 静默时段保护

4. 学习信号检测

  • 纠正信号 → corrections.md
  • 偏好信号 → memory.md
  • 模式候选 → 3 次后确认
  • 自我反思触发条件

与其他技能的关系

  • 包含: self-improving 核心功能 + proactive-agent 精华
  • 不冲突: 已安装 self-improving 或 proactive-agent 时,本 skill 只补充缺失部分
  • 推荐搭配: ontology(知识图谱)、free-ride(免费模型)
安全使用建议
What to consider before installing: - Review every template and scripts/setup.sh yourself (or with a trusted person) before running. The skill will create ~/self-improving/ and write files into your OpenClaw workspace and ask to append content to AGENTS.md, SOUL.md, and HEARTBEAT.md. - Back up AGENTS.md, SOUL.md, HEARTBEAT.md and any other OpenClaw configs before applying changes so you can revert if you don't like the behavior. - Understand the real effect: this package provides scaffolding and policy templates; it does not ship a daemon or external service. For the agent to actually behave proactively you must (a) allow the agent to append/accept templates, and (b) the agent's runtime must implement the automation that reads and acts on those files. If you want to be cautious, run bash scripts/setup.sh manually rather than letting the agent execute it autonomously. - If you want autonomous proactive behavior, verify how your OpenClaw runtime interprets these files (and whether it will schedule heartbeats or send notifications), and test in a restricted environment/account first. - Because the skill promises "self-improving" behaviors but only provides scaffolding, treat its marketing claims as aspirational; don’t assume it will immediately deliver autonomous learning without additional agent runtime support.
功能分析
Type: OpenClaw Skill Name: instant-genius Version: 1.0.0 The 'instant-genius' skill is designed to enhance the OpenClaw agent's autonomy and memory management. It uses a setup script (scripts/setup.sh) to create a local directory structure for 'self-improving' logs and memory files within the user's home directory. The provided templates (templates/agents-additions.md, etc.) contain instructions for the agent to log user corrections and proactively suggest improvements, all of which are consistent with the stated goal of making the agent 'smarter.' No evidence of data exfiltration, remote code execution, or malicious prompt injection was found.
能力评估
Purpose & Capability
The name/description promise full self-improvement, active behaviors, heartbeats and learning detection. The package only creates folders/files and provides templates (and textual guidance). There is no background service, scheduler, or network component in the skill that implements ongoing autonomous behavior — it is scaffolding. That mismatch (marketing → scaffolding) is disproportionate to what is actually delivered and may mislead non-technical users.
Instruction Scope
SKILL.md and templates instruct the agent to run scripts and append template content to AGENTS.md, SOUL.md, and HEARTBEAT.md; the setup script writes into $HOME/self-improving and the workspace path. The agent is also instructed to read and later use those files. All referenced files/paths are within the user's home and OpenClaw workspace (consistent with stated purpose), but the agent is given broad discretion to append to key config files — users should review templates before applying.
Install Mechanism
No network downloads, no external installers, and no extracted archives. This is an instruction-only skill with a local shell script that creates directories and files. From an install-mechanism perspective it's low-risk.
Credentials
The skill requests no environment variables or credentials. It does modify files under the user's HOME and the OpenClaw workspace (e.g., ~/.openclaw/workspace and ~/self-improving), which is proportionate to a memory/config scaffolding tool, but users should be aware it will create/append to persistent config files.
Persistence & Privilege
always:false (no forced global inclusion). The script and templates create persistent files that will be used by the agent going forward. Combined with the default ability for agents to invoke skills autonomously, this could cause the agent to act proactively (per the templates). That autonomy is a platform default, not introduced by this skill, but the skill intentionally configures persistent behavior and asks for config-file edits — review before enabling.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install instant-genius
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /instant-genius 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release: Instantly boosts OpenClaw’s intelligence and autonomy. - Adds automatic setup for core self-learning, proactive behavior, structured memory, and error-correction systems. - Introduces multi-layered (hot/warm/cold) memory management with auto-promotion/demotion. - Enables proactive task handling, regular self-diagnosis, and value discovery via “smart heartbeat.” - Detects and stores user corrections, preferences, and behavioral patterns for adaptive learning. - Includes easy setup script and optional voice activation (“make me smarter”/“一键变聪明”). - Integrates existing self-improving/proactive-agent features without conflict; complements other skills.
元数据
Slug instant-genius
版本 1.0.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

instant-genius 是什么?

一键让 OpenClaw 变聪明:自动配置自我学习记忆、主动行为规则、智能心跳、错误纠正系统。新装 OpenClaw 运行此 skill 后立即拥有自我改进、主动感知、结构化记忆、学习信号检测等核心能力。Use when: setting up a new OpenClaw, user wants agent t... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 81 次。

如何安装 instant-genius?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install instant-genius」即可一键安装,无需额外配置。

instant-genius 是免费的吗?

是的,instant-genius 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

instant-genius 支持哪些平台?

instant-genius 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(linux, darwin, win32)。

谁开发了 instant-genius?

由 chenpengyu1016(@chenpengyu1016)开发并维护,当前版本 v1.0.0。

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