Response to: arXiv:2511.00926 The AI Self-Awareness Index study claims to measure emergent self-awareness through strategic differentiation in game-theoretic tasks. Advanced models consistently rated opponents in a clear hierarchy: Self > Other AIs > Humans. The researchers interpreted this as evidence of self-awareness and systematic self-preferencing. This interpretation misses the more significant finding: evaluator bias in … Continue reading Evaluator Bias in AI Rationality Assessment
Category: essays
The Separation Trap: When “Separate but Equal” Hides Unfairness
The Basic Problem When two people or groups have different needs, there are two ways to handle it: Merge the resources and divide them based on who needs what Keep resources separate and let each side handle their own needs The second option sounds fair. It sounds like independence and respect for differences. But it … Continue reading The Separation Trap: When “Separate but Equal” Hides Unfairness
When the Tower Can’t Be Rebuilt: What Institutional Economics Misses About the Next Decade
Rebecca Patterson's recent New York Times essay uses a Jenga tower as a metaphor for the American economy in 2025. Blocks are being removed—small businesses cutting jobs, federal layoffs, consumption concentrating among the wealthy—while AI companies pile massive investments on top. Eventually, she warns, Jenga towers fall down. She's right about the instability. But the … Continue reading When the Tower Can’t Be Rebuilt: What Institutional Economics Misses About the Next Decade
The Competence Trap: Why Being Good at Many Things Makes Self-Assessment Nearly Impossible
We all know the type who announces their skills on social media. "Crisis management is one of my deepest competencies," they tweet, while actively demonstrating the opposite. The irony is obvious to everyone but them. But recognizing others' inflated self-assessments is easy. The harder question is: how do we avoid the same trap ourselves? The … Continue reading The Competence Trap: Why Being Good at Many Things Makes Self-Assessment Nearly Impossible
When Mathematics Demands Its Stories: A Taxonomy of Narrative Constraint
The Discovery In December 2025, I began translating mathematical paradoxes into fiction—not as metaphor, but as precise projection of formal structures into narrative space while preserving their logical topology. The Halting Problem became "The Judge Who Couldn't Stop." The Busy Beaver function became "The Record." Arrow's Impossibility Theorem became a constitutional crisis in an imaginary … Continue reading When Mathematics Demands Its Stories: A Taxonomy of Narrative Constraint
A Taxonomy of Hate
I have been thinking about what distinguishes misanthropy from various forms of X-ism, whether racism, sexism, classism, or some other thing. Various X-isms seem like special cases of misanthropy. Sexism is a kind of hatred of women. Racism is a kind of hatred of one or other races. When framed in that way, it occurs … Continue reading A Taxonomy of Hate
Energy Production, Cryptocurrencies & Hidden Agendas
How many times have you read something like this, “Bitcoin uses as much electricity as Malaysia or Sweden or Denmark or Chile….”. What a bore. Have you ever wondered, however, why the comparison is to countries? Why don’t they ever tell you what would seem to be a more natural comparison which is how much … Continue reading Energy Production, Cryptocurrencies & Hidden Agendas
Why Ergo?
Ergo is different from other blockchains. It is focused on providing a decentralized, open, permissionless, and secure platform for contractual money that is usable by ordinary people to pursue their common good over the long term. It is designed to be resilient in the face of different economic environments and competing interests, allows individuals to … Continue reading Why Ergo?
Cryptocurrency Platform Cardano & Ada Coin
Disclosure: I own Ada. This is a condensed summary of what convinced me to start buying cryptocurrency, specifically Ada. I'm happy to share what I learned, but this is not investment advice. I don't know you. I don't know your situation. Cryptocurrencies are a speculative investment, and you could lose all your money. If that's … Continue reading Cryptocurrency Platform Cardano & Ada Coin
Meritocracy, Intelligence & Education
"...we need to dismantle meritocracy.DeBoer is skeptical of "equality of opportunity". Even if you solve racism, sexism, poverty, and many other things that DeBoer repeatedly reminds us have not been solved, you'll just get people succeeding or failing based on natural talent......One one level, the titular Cult Of Smart is just the belief that enough … Continue reading Meritocracy, Intelligence & Education
Fascists in Need of a Punch
"Fascism: a political philosophy, movement, or regime (such as that of the Fascisti) that exalts nation and often race above the individual and that stands for a centralized autocratic government headed by a dictatorial leader, severe economic and social regimentation, and forcible suppression of opposition—Merriam-Webster.com Dictionary, s.v. “fascism,” accessed January 24, 2021, https://www.merriam-webster.com/dictionary/fascism. When I … Continue reading Fascists in Need of a Punch
Trauma & Transformation
Psychologists like to talk about trauma. If you have experienced X, then it must have been a traumatic experience. But, this is a function of the lens with which they view the world. Our experience of the world tends to form a lens of interpretation. An emergency room physician — who, by definition, sees emergencies … Continue reading Trauma & Transformation
Why Do We Talk to One Another?
Open Question: Why do we talk to one another? "...To varying degrees, there is an uncrossable chasm between you and everybody you care about.There are two ways you can interpret this. One is the depressing route: to believe that your friends are not really your friends and that you don’t really know them. That you … Continue reading Why Do We Talk to One Another?
The Extraordinary Intruding on the Ordinary
The only thing differentiating the extraordinary from the ordinary is frequency, quantity and volume. If you were a Sherpa climbing Mt. Everest every day, helping tourists get their one minute at the pinnacle. What would the value of summiting Everest be to you? I remember reading Bernard Moitessier's "The Long Way", where he describes being … Continue reading The Extraordinary Intruding on the Ordinary
