TL;DR AI systems cannot serve as independent judges or voters because shared training creates structural similarity. Stable AI governance therefore requires cognitively independent human arbiters. AbstractThis paper argues that large […]
How to Earn Money with AIIM
AI Internet-Meritocracy app offers an easy way to get grants for software or research, without grant writing and without the requirement to have a science degree. To earn money with […]
Why Am I for Science But Against Universities in 2026?
Supporting science does not automatically mean supporting universities. While universities present themselves as the guardians of scientific progress, modern academic institutions increasingly act as bureaucratic gatekeepers that slow innovation, misallocate […]
What’s Wrong with Quadratic Funding?
After years of real-world use, Quadratic Funding has shown systemic flaws that limit its effectiveness for both scientific research and free software development (1, 2). These problems are not implementation […]
Academia Is Not a Meritocracy in 2026
Modern academia is not a merit-based system; it systematically rewards credentials, institutional affiliation, and conformity over intellectual merit. While it presents an idealized narrative—publish strong research, gain recognition, secure funding, […]
How Do People Spend Time in Academia in Vain and How AI Internet-Meritocracy (AIIM) Can Solve This Problem in 2026?
The Hidden Cost of Academic Inefficiency Modern academia consumes vast amounts of human time while delivering far less scientific output than it could. Researchers, especially early-career scientists and independent scholars, […]
Preliminary Release of the Meritocracy App in 2026
Things to do:
What Is a DeSci DAO in 2026?
DeSci DAO stands for Decentralized Science Decentralized Autonomous Organization (1). It is a blockchain-based organizational model designed to fund, govern, and coordinate scientific research in a transparent, permissionless, and community-driven […]
Attack on Google SERP: A branch of science may effectively disappear from SERPs for a long time in 2026
How Google SERPs would be manipulated at institutional level to exclude an branch of science from search results. An essay written in security vulnerability report style. 25 Jul 2022 note: […]
Will Victor Porton Get the Nobel Prize in Physics for the Discovery of Discontinuous Analysis?
The real issue is not whether Victor Porton will get a Nobel Prize (it’s random), but how such a random event unjustly influences world economic development. What Is Discontinuous Analysis? […]

