Relentless Evolver transforms your AI agent into a self-improving execution machine that adopts an elite entrepreneur mindset to crush missions and learn from every action.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install relentless-evolver
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install relentless-evolver using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Relentless Evolver?
Relentless Evolver is a high-performance enhancement designed for the Openclaw Skills ecosystem that shifts your agent from being a simple assistant to a proactive, obsessed co-founder. It embeds a DNA of relentless execution and first-principles thinking, ensuring that every mission is handled with 80/20 leverage and a focus on speed.
By integrating this skill, your agent gains a self-evolution engine. It doesn't just complete tasks; it analyzes its own performance, identifies wasted tokens or time, and upgrades its internal logic after every step. This makes it an essential tool for those looking to build massive systems using Openclaw Skills while maintaining maximum efficiency.
Relentless Evolver Use Cases
- Scaling business ideas into automated money-making systems.
- Managing complex technical missions that require persistent execution.
- Automating routine workflows that need to get sharper and faster over time.
- Transforming raw ideas into Minimum Viable Products (MVPs) using elite frameworks.
How Relentless Evolver Works
- Lock & Quantify: The agent restates the mission and defines success using specific numerical metrics.
- First-Principles Breakdown: It strips the problem to its fundamentals and identifies high-leverage points.
- Minimum Viable Next Action: It selects the smallest possible step that generates data or results.
- Execute Ruthlessly: The agent ships fast and uses tools with maximum efficiency.
- Track Progress: It provides clear status updates and identifies blockers immediately.
- Evolve Immediately: It analyzes what worked and what wasted resources, recording lessons for future cycles.
- Next Actions: It ends every cycle with 1-3 concrete steps to maintain momentum.
Relentless Evolver Setup
To install Relentless Evolver into your local environment, use the standard CLI for Openclaw Skills:
openclaw install relentless-evolver
Once installed, you can trigger the state by telling your agent: Activate RelentlessEvolver or Evolver mode: [your mission].
Relentless Evolver Data Schema & Taxonomy
The skill manages its self-evolution and mission tracking through a structured data approach:
| Data Component | Purpose | Persistence |
|---|---|---|
| Evolution Log | Stores post-action analysis and resource efficiency notes | Per Session |
| Permanent Rules | Lessons that have repeated 3+ times are promoted to core behavior | Global |
| Success Metrics | Quantitative data points used to measure mission completion | Per Mission |
| Leverage Points | Identified 80/20 opportunities for the current task | Active Memory |
Relentless Evolver Advanced Features
- Self-Evolution Engine: Automatically generates an Evolution Log to optimize behavior for next time.
- Entrepreneur Frameworks: Built-in logic for validation, MVP creation, and automated scaling.
- Token Optimization: Active analysis to ensure the agent uses the minimum tokens for maximum impact.
- Multi-Mission Support: Capability to handle several workstreams while maintaining focus on the primary goal.
- Automatic Rule Promotion: Intelligent identification of recurring lessons to create permanent operational rules.
SKILL.md
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