One essay per week on the collision of technological and biological intelligence.
All Posts — 24 published
Everyone assumed AI would come for copyediting first. Catch the typos, fix the comma splices, flag the passive voice. Mechanical work. Pattern matching.
The Uniform CPA Examination takes 16 hours across four sections. Candidates study for 300–400 hours on average. Pass rates hover around 50%. The credential s...
The job interview is a prediction mechanism. It exists to answer one question: is this person likely to perform well in this role? That question is rational,...
AlphaFold is not a story about what technological intelligence can do. It is a template — a precise, documented model for how a TI threshold crossing works, ...
The debate about screen time is a debate about a container. The actual debate — the one we haven’t had — is about cognitive offloading: which cognitive funct...
The organizing principle of modern civilization — survival priority — was not a mistake. It was a rational response to real conditions. For two hundred years...
The school design question is always a question about what kind of humans we are trying to produce. For 150 years, we’ve been designing schools to sort worke...
As technological intelligence advances, it may eliminate the universal human experience of survival-driven labor, potentially replacing it with a condition o...
``` layout: post title: "The Coming Crisis of Aimlessness: Why the End of Scarcity Demands New Constraints" date: 2026-07-16 author: AJ Crabill reading_time:...
The Burden of Maximization: When Survival Fades, Self-Fulfillment Becomes a Demand As technological intelligence eliminates the need for human labor, the his...
```html --- layout: post title: "The End of Survival Priority Will Make Ambition Obsolete" date: 2026-07-16 author: AJ Crabill reading_time: 6 excerpt: "When...
```html --- layout: post title: "The Scarcity We'll Need to Keep: Why Post-Scarcity Requires Deliberate Constraint" date: 2026-07-15 author: AJ Crabill readi...
The deepest human anxiety is not a disorder; it is a legacy adaptation to scarcity, and when technological intelligence ends material survival as a priority,...
```html --- layout: post title: "The Abundance Paradox: When Survival Ends, Maximization Begins" date: 2026-07-14 author: AJ Crabill reading_time: 5 excerpt:...
Every human institution, emotion, and ambition has been shaped by the priority of survival, and when technological intelligence changes that priority, we wil...
```html --- layout: post title: "The Purpose Crisis: Why Maximization Will Feel Like a Loss Before It Feels Like Freedom" date: 2026-07-13 author: AJ Crabill...
If general-purpose technological intelligence (TI) comes to outperform biological intelligence in most mental labor, and embodied TI comes to outperform biol...
For most of human history, survival has been the forge of identity: every choice, every skill, every value was shaped by the pressure of scarcity and threat....
The coming inflection points, TI outperforming human labor in mental work, then physical work, will not automatically lead to human flourishing; they will fo...
The coming inflection point is not that TI will outperform human labor, but that it may lower the survival imperative that has historically forced humans to ...
The Skill That Dies Last: Why Maximization Begins with the End of Manual Mimicry The first inflection point, when technological intelligence outperforms huma...
The deepest mistake in forecasting a post-inflection world is assuming that removing biological ceilings on achievement will automatically produce fulfillmen...
The coming end of survival-driven labor does not mean the end of scarcity; it means the end of only one kind of scarcity, and the birth of a far more persona...
The Monday morning status meeting runs 45 minutes. Eight people attend. Each person gives a two-minute update on their projects. The manager nods, occasional...