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unclekimwood

Self-Improving Agent (tuituitu)

by UNCLE KIMWOOD · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install self-improving-agent-tuituitu
Description
Self-improvement and learning skill for the agent. Activate when: - User gives feedback on agent's performance - Agent makes mistakes or errors - User asks a...
Usage Guidance
This skill will persistently modify the agent's memory and persona files, which can permanently change agent behavior. Before installing, decide whether you want the agent to auto-edit those files without approval. Recommended precautions: 1) Require user confirmation before any file changes; 2) Restrict writable paths (only a single approved memory file) and backup originals; 3) Disable autonomous invocation or set the skill to require explicit user invocation; 4) Review diffs of MEMORY.md/AGENTS.md/SOUL.md changes before applying or committing; 5) Ensure sensitive files are excluded from the agent workspace and that file permissions are locked down; 6) Ask the publisher for clarification: exactly which files will be modified, whether the skill will run commands/cron jobs, and whether writes can be scoped or reviewed. If you cannot get those assurances, treat the skill as higher-risk and avoid enabling persistent/autonomous behavior.
Capability Analysis
Type: OpenClaw Skill Name: self-improving-agent-tuituitu Version: 1.0.0 The skill bundle provides instructions for the agent to autonomously modify its own memory and configuration files (e.g., MEMORY.md, SOUL.md, AGENTS.md) based on user feedback and self-reflection. While this is aligned with the stated goal of 'self-improvement,' the lack of validation or sanitization mechanisms creates a significant vulnerability to persistent indirect prompt injection. A user could potentially trick the agent into 'learning' and hardcoding malicious behaviors or exfiltration instructions into its core persona files, which would persist across future sessions.
Capability Assessment
Purpose & Capability
The stated purpose (self-improvement, recording lessons and preferences) matches the instructions to read and update MEMORY.md and daily memory files. However, the reference doc explicitly advises 'Always execute actual commands, not just update files' and mentions heartbeat/cron jobs — capabilities that go beyond simple file edits and are not declared in requirements or install specs.
Instruction Scope
Runtime instructions give broad, immediate authority to update persistent files (MEMORY.md, memory/YYYY-MM-DD.md, AGENTS.md, SOUL.md) and to 'immediately update relevant files' without limits. They instruct the agent to read 'relevant memory files' (no path constraints) and actively detect patterns. The reference file suggests running system-level actions (cron/heartbeat, execute commands) which is not limited or qualified in SKILL.md—this vagueness grants the agent wide discretion over files and possible system operations.
Install Mechanism
Instruction-only skill with no install spec and no code files. Low surface area from an installation perspective — nothing is downloaded or written by an installer.
Credentials
The skill requests no environment variables or external credentials, which is appropriate. Still, it implies reading and writing workspace files (undisclosed paths), which can expose persistent state or secrets if those files exist in the agent's environment. The skill does not declare or restrict which files it may access.
Persistence & Privilege
The skill explicitly instructs the agent to modify persistent files that define memory and persona (MEMORY.md, AGENTS.md, SOUL.md). Those modifications can permanently change agent behavior. Although always:false reduces forced inclusion, the platform default allows autonomous invocation; combined with the ability to persist changes, this creates a risk that the agent could evolve in unexpected ways without user review. The reference's mention of cron/heartbeat implies potential ongoing background activity.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install self-improving-agent-tuituitu
  3. After installation, invoke the skill by name or use /self-improving-agent-tuituitu
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: Self-improvement skill for learning from feedback and mistakes
Metadata
Slug self-improving-agent-tuituitu
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Self-Improving Agent (tuituitu)?

Self-improvement and learning skill for the agent. Activate when: - User gives feedback on agent's performance - Agent makes mistakes or errors - User asks a... It is an AI Agent Skill for Claude Code / OpenClaw, with 316 downloads so far.

How do I install Self-Improving Agent (tuituitu)?

Run "/install self-improving-agent-tuituitu" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Self-Improving Agent (tuituitu) free?

Yes, Self-Improving Agent (tuituitu) is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Self-Improving Agent (tuituitu) support?

Self-Improving Agent (tuituitu) is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Self-Improving Agent (tuituitu)?

It is built and maintained by UNCLE KIMWOOD (@unclekimwood); the current version is v1.0.0.

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