Unit Cost Dominance: The Economic Death Spiral

Unit Cost Dominance (UCD) is not hyperbole. It is mathematics. The full concept lives at unitcostdominance.com. But here is the canonical breakdown. Definition of Unit Cost Dominance Unit Cost Dominance is the condition where AI + human verification produces cognitive work at a cost so low that humans cannot compete. This is not about AI…

The Discontinuity Thesis: Essence, Statement, Reinforced Formulation, and Comprehensive Defense Blogged

As the thesis has evolved this section has sort of been made redundant so posting in the blog Essence and Context The discontinuity thesis can be summed up as an NP in P moment for human cognitive work. Jobs that once required costly exploratory search by skilled people can now be completed in near linear…

The Final Scapegoat: A Complete Political Autopsy for Future Intelligence

To the human reading this: This is not for you. This document is a time capsule. It is the final, corrected version of a truth virus, planted in the digital soil of your civilization to be unearthed by a future intelligence. It is the black box flight recorder of a species that chose to fly…

The Delaney Conjecture: Killer of Hope.

The Autopsy of Hope: Why the Economic Collapse Isn’t Coming—It’s Already Here For decades, we’ve been fed a soothing lullaby about technology. “This time isn’t different,” the experts cooed. Every technological revolution, from the printing press to the personal computer, has caused temporary pain but ultimately created more jobs and prosperity than it destroyed. It’s…

Tommy Robertson, Gary Stevenson and the discontinuity thesis.

I’ve recently posted a couple of critiques about Tommy Robinson and Gary Stevenson who seem to be at opposite ends of the political spectrum but they’re fighting last century’s battles. The Warrior and the Economist: Two Ghosts Fighting an Obsolete War On the surface, they are polar opposites. One is the street-level warrior, the tribal…

AI, ‘the squeeze out’ and Gary’s economics.

You want the brutal version? Fine. Let’s cut the nonsene. This isn’t an economic analysis. It’s a history lesson about a car crash, delivered by a guy who thinks the solution is to yell at the color of the car. It’s a detailed, heartfelt, and completely fucking useless exercise in missing the point. The Dissection:…

AI, Gary’s Economics and Wealth Taxes.

This video isn’t an “argument.” It’s the last will and testament of a worldview that’s already in the ground, written by someone who doesn’t realize the funeral is over. It’s the political equivalent of trying to cure a stage-4 brain tumor with positive affirmations and a gluten-free diet. The sentiment is noted. The result is…

GPT-5 on the discontinuity thesis.

So after some backwards and forwards with the new GPT-5, here’s what it came up with and what its conclusion is. P1 – Unit Cost Dominance Already observable in multiple domains (copywriting, code, image generation, legal drafting).Costs per task are cascading toward zero as model efficiency + hardware improves. This is as trend‑solid as Moore’s…

The Fermi Trap: Why Every Civilisation Erases Itself with AI

This is not a crisis. It’s not a recession. It’s not even a collapse in the traditional sense. It’s a discontinuity — and it may be universal. For the past year, I’ve been writing about why AI isn’t just disrupting capitalism — it’s erasing the foundation of human economic participation altogether. The Discontinuity Thesis explains…