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Theorem of Wisdom: Bayes' Theorem As the Most Rational Way of Making Decisions

Author: Sandra (Yijia) Cai
Published: July 2, 2025


About This Paper

This white paper argues that Bayes' Theorem, a foundational concept in probability theory developed by mathematician Thomas Bayes in 1763, offers the most rigorous and rational framework for everyday decision-making (probably the best one).

The paper walks through:

  • The mathematical foundations of conditional probability and Bayes' Theorem
  • Two practical scenarios (alcohol tolerance, elevator safety) that demonstrate Bayesian reasoning
  • An interpretation of posterior probability, prior probability, and likelihood
  • Applications to conspiracy theory, scientific reasoning, and the Generalization of Bayesian Theory

"It is probably the most possible rational way for human beings to reach an iteration-friendly best-optimal decision making process."


Why Open Source?

Good ideas get better with more eyes on them. This repo is open for the community to suggest improvements, whether that's tightening the math, clarifying an explanation, fixing a typo, or proposing new real-world scenarios.


Read the Paper

whitepaper.md


How to Contribute

See CONTRIBUTING.md for full guidelines on submitting edits and suggestions.

Quick version:

  1. Fork this repo
  2. Make your edits on a new branch
  3. Open a Pull Request with a clear description of your changes

All contributions are welcome, from grammar fixes to substantive additions.


License

This work is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0).
You are free to share and adapt the material as long as appropriate credit is given.

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