General skillResearch and knowledge

AntiApophenia-Claude-Skill

Test pattern claims with null models, controls, and falsification

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1
Forks
0
License
MIT
Updated
Updated Jun 19, 2026

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Project overview

Anti-Apophenia makes an agent treat an appealing pattern as a hypothesis rather than a finding. It requires a claim, evidence, null model, alternatives, prediction, and disconfirmation loop, while penalizing post-hoc fitting, repeated attempts, cherry-picking, and vague resemblance. Evidence grades and explicit verdicts separate strong, weak, rejected, and unknown results, and tempting branches stay parked instead of steering the investigation. Speculative exploration is allowed only in a clearly marked sandbox.

Repository facts

Primary language
Not detected
License
MIT
Repository updated
Jun 19, 2026
Default branch
main

Resource types

General skill

Use cases

Research and knowledge

Platforms

Claude Code, Codex, and more

Runtime

Local

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