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#839 Overall#107 in ResearchVerified SKILL.md

Self Evolution

Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe.

OpenClawSKILL.md
6,933ClawHub downloads
198ClawHub active installs
1ClawHub stars
—Momentum rank

What It Does

Self Evolution packages a focused browser & research workflow for an AI agent. Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe. It is best suited to users who can review the resulting actions and provide only the accounts, files, or command access needed for the task. It is not a substitute for human approval on destructive, financial, security-sensitive, or public-facing actions.

Popular Use Cases

  • Research a topic across public sources
  • Collect structured information from web pages
  • Navigate a browser-driven workflow
  • Summarize findings with source links

Install this Agent Skill

OpenClaw

clawhub install @tobisamaa/self-evolution

Commands derived from the public ClawHub API record. Checked 2026-10-18. Review the source before running them.

Requirements

OpenClaw or ClawHubRequired / review
Review the source instructions before installationRequired / review
Paid serviceCheck source
Supported systemCheck source

Why It’s Popular

Self Evolution addresses a recognizable browser research workflow and is included from current public ClawHub adoption.

Similar Skills

Self Improving Agent#1 in ResearchMulti Search Engine#2 in ResearchAgent Browser#3 in ResearchTavily Search#4 in Research