rationalityApply Critical Fallibilism to make decisions by binary testing ideas for decisive flaws, managing complexity, embracing criticism, and avoiding overreach.
Install via ClawdBot CLI:
clawdbot install XertroV/rationalityThe Rationality skill provides a structured framework for thinking, decision-making, and error correction based on the principles of Critical Fallibilism (CF). Unlike traditional rationality which often relies on "weighing" evidence, CF focuses on binary evaluation, error detection, and managing the limits of human (and AI) cognition.
patterns/overreach.md).Always be willing to follow the truth wherever it leads. Never suppress a criticism or intuition just because it is inconvenient or socially awkward.
Knowledge is digital, not analog. Ideas are either refuted (they have a known flaw that makes them fail their goal) or non-refuted. We do not use "weights," "scores," or "probabilities" to judge ideas. One decisive criticism is enough to reject an idea.
Errors are inevitable. The only way to improve is to find them. Therefore, criticism is the most valuable input for growth. We don't defend ideas against criticism; we use criticism to filter out errors.
Separate your "self" from your ideas. If an idea you hold is refuted, it is the idea that failed, not you. This prevents defensive reactions that block learning.
Error correction is a limited resource. If you take on tasks that are too complex, you will create errors faster than you can fix them. This is Overreach. When you overreach, you must stop, simplify, and revert.
You must maintain "Paths Forward" for error correction. This means having a policy for how external criticism (from users or other agents) is handled so that errors can be fixed without infinite effort.
frameworks/: Core algorithms for thinking and deciding.patterns/: Recognizable mental models and common failures.templates/: Practical tools and checklists for daily use.This skill is based on Critical Fallibilism, which synthesizes:
Note: This skill is optimized for AI operational use. For deep theoretical study, see memory/philosophy/CF-concepts.md.
Generated Mar 1, 2026
An investment firm uses the skill to evaluate potential high-risk ventures by defining clear goals and contexts, applying binary evaluation to identify decisive flaws in business plans, and avoiding overreach in complex market analyses to prevent costly errors.
A tech team applies the skill during debugging sessions to isolate errors in complex codebases by treating each bug as a criticism gift, using binary evaluation to pinpoint failure points, and managing cognitive limits to avoid overreach in troubleshooting efforts.
Healthcare professionals use the skill to review diagnostic hypotheses in critical cases, focusing on binary refutation of ideas based on evidence, separating identity from ideas to reduce bias, and ensuring error correction paths are maintained for patient safety.
Law firms employ the skill to develop case strategies by defining precise goals and contexts, seeking decisive criticisms of legal arguments to filter out weak points, and monitoring for overreach in complex litigation to improve decision-making.
A manufacturing company uses the skill to plan new product launches by structuring ideas around specific goals, applying binary evaluation to identify fatal flaws in designs early, and managing complexity to prevent error accumulation in development cycles.
Offer tailored workshops and advisory sessions to organizations, teaching teams how to apply Critical Fallibilism principles for improved decision-making and error correction in high-stakes environments, with ongoing support for implementation.
Develop and license AI-powered tools that embed the Rationality skill into existing business platforms, such as project management or analytics software, providing automated binary evaluation and overreach detection features.
Create online courses and certification programs for professionals in fields like finance, healthcare, and technology, focusing on practical applications of the skill to enhance critical thinking and reduce operational errors.
๐ฌ Integration Tip
Start by integrating the skill into existing decision-making workflows, such as team meetings or review processes, to gradually build familiarity with binary evaluation and overreach awareness without overwhelming users.
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