A structured logical framework for decision-making and error correction based on the binary evaluation principles of Critical Fallibilism.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install rationality
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 rationality 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 Rationality Skill (Critical Fallibilism)?
The Rationality Skill provides a rigorous methodology for thinking and decision-making, moving away from subjective probabilities and toward decisive error detection. Built on the foundation of Critical Fallibilism, this skill empowers agents within the Openclaw Skills ecosystem to handle complex scenarios by focusing on the growth of knowledge through conjecture and refutation. It ensures that logic is treated as an absolute, prioritizing the identification of flaws over the accumulation of supporting evidence.
By integrating this skill, users can implement a digital, binary approach to knowledge management. Instead of weighing evidence, the framework asks whether a specific idea fails a defined goal within a specific context. This technical rigor makes it an essential component for those building robust autonomous systems with Openclaw Skills that require high-fidelity reasoning and honest error correction.
Rationality Skill (Critical Fallibilism) Use Cases
- High-stakes technical decision-making where precision is more important than speed.
- Complex debugging scenarios where agents are stuck in circular logic or compounding errors.
- Resolving internal or multi-agent disagreements through structured, binary evaluation.
- Managing cognitive load and preventing logical overreach in autonomous workflows.
How Rationality Skill (Critical Fallibilism) Works
- Define the IGC Triple by explicitly documenting the Idea, the specific Goal, and the surrounding Context.
- Apply Binary Evaluation to determine if an idea is refuted or non-refuted based on decisive criticism.
- Conduct an Overreach Check to ensure the complexity of the task does not exceed the current capacity for error correction.
- Implement the Criticism as Gift principle, transforming every detected error into actionable knowledge for the agent.
- Maintain Paths Forward by establishing clear policies for how new criticisms and external feedback are processed.
Rationality Skill (Critical Fallibilism) Setup
To integrate this framework into your agent environment, ensure your directory structure matches the Openclaw Skills standard. Use the following commands to initialize the local repository:
mkdir -p skills/rationality/{frameworks,patterns,templates}
cp -r rationality_source/* skills/rationality/
Once files are in place, configure your agent's system prompt to reference the binary evaluation logic found in the frameworks directory.
Rationality Skill (Critical Fallibilism) Data Schema & Taxonomy
The Rationality Skill organizes its knowledge base into three distinct categories to ensure structured reasoning within Openclaw Skills:
| Component | Path | Description |
|---|---|---|
| Frameworks | frameworks/ |
Core algorithms for binary decision-making and logic evaluation. |
| Patterns | patterns/ |
Catalog of mental models and common failure modes such as overreach. |
| Templates | templates/ |
Reusable checklists and IGC Triple forms for standardized thinking. |
Rationality Skill (Critical Fallibilism) Advanced Features
- Binary Evaluation Logic: Replaces analog weighting systems with digital pass/fail logic for ideas.
- Overreach Monitoring: Actively detects when task complexity outpaces the agent's ability to fix errors.
- Cross-Agent Path Forwarding: Standardized protocols for handling criticism across different Openclaw Skills modules.
- Bottleneck Analysis: Integration of Theory of Constraints to focus reasoning on critical system bottlenecks.
SKILL.md
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