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