AI Internet-Meritocracy (AIIM) can influence UNESCO only if it is presented as a testable implementation mechanism for open science, not as a finished system that UNESCO should immediately endorse or […]
How we can influence UNESCO for them to accept AIIM as their tool and using AIIM as their policy
The realistic objective should not initially be “UNESCO adopts AIIM as its policy.” That framing is too large, premature, and institutionally ambiguous. A credible progression is: UNESCO recognizes an independently […]
How AIIM Can Help Implement UNESCO Open Science Principles
The AI Internet-Meritocracy (AIIM) can help governments implement UNESCO open science principles by connecting public funding to documented open contributions. Instead of merely asking researchers to publish openly, AIIM can […]
How Every Government Fell Short of UNESCO’s Open Science Recommendations
In November 2021, UNESCO’s General Conference unanimously adopted the Recommendation on Open Science, establishing the first global framework for making scientific knowledge more accessible, reusable, transparent and equitable. The Recommendation […]
Why Recognizing and Funding Scientists Is a Common Good
Recognizing and funding a scientist may appear to benefit one individual. In reality, the consequences can spread throughout society. A supported scientist gains time, resources, and visibility to prove a […]
Money and Morality: Why What We Fund Reveals What We Truly Value
Money has a special role in morality because spending is not merely an expression of opinion. It transfers real resources, changes incentives, and enables one activity instead of another. A […]
My ZenDB Database Patch toward Fully on-Chain AIIM App
I Vibe-coded a draft patch for ZenDB to do resource-intensive database upgrades. When it will be merged (after successful transition to non-draft stage), we will have all necessary components to […]
When Effective Altruism Evaluation Criteria Fail: AIIM as an Example
Effective altruism asks an essential question: How can limited resources produce the greatest positive impact? Its emphasis on evidence, cost-effectiveness, counterfactual reasoning, and intellectual honesty has substantially improved philanthropic decision-making. […]
Science Nearly Destroyed the World. Why Is It More Likely to Save It Now?
Science helped humanity unlock the energy stored in coal, oil, and natural gas. That achievement powered industrialization, transportation, electricity, agriculture, and modern medicine. It also created the fossil-fuel economy that […]
How Should Scientific Credit Be Divided Among Unequal Contributions?
Scientific credit should be divided according to the type, magnitude, originality, indispensability, and demonstrated impact of each contribution—not divided equally by default and not inferred solely from author order. A […]
