Seeing the Almost-right:

The AI Problem

This series grew from a question I couldn’t let go: what happens when automation doesn’t just displace workers, but creates something that evolves on its own?

I started with economics. Elite versus workers, fragile interdependence, the myth of decoupling. Then I noticed the pattern repeating at a different scale: self-replicating malware creating evolutionary pressure. Digital genes adapting to survive our attacks. The same dynamics, different substrate.

Each article follows a thread. Some lead to dead ends. Some reveal uncomfortable parallels. By the end, they converge on a problem nobody is framing correctly: we’re not just building AI. We’re creating the conditions for digital life to emerge. And both biological and digital intelligence face the same thermodynamic constraint: regeneration or collapse.

The series is published on Medium. This page organizes the articles so you can follow the thinking in sequence.

Series articles:

Part 1:
The AI Lockout:
When Automation Reshapes Everything
I noticed everyone assumes the elite can decouple from workers with automation. I traced the dependencies to see if that’s actually possible.

Part 2:
The Automation Threshold:
What Happens Next
A question emerged: what if they solve the dependency problem? I explored what full autonomy actually requires and where it leads.

Part 3:
The AI Autonomy Problem
Smart enough to replace everyone else means smart enough to not need owners. I followed that logic to its uncomfortable conclusion.

Part 4:
We’re Not Building AI.
We’re Building a Threat Nobody’s Watching For.
Security researchers dismissed self-replicating malware as a novelty. I saw the first digital gene and traced what happens when it escapes.

Part 5:
The AI Threat We Can’t Kill
Fighting evolved malware creates selection pressure. I realized we’d deploy defensive AI, creating two populations competing forever—an ecosystem, not a defense.

Part 6:
The Self-Awareness Timeline
Primordial soup took eons to produce consciousness. We’re compressing the timeline. I mapped what happens when digital life becomes self-aware.

Part 7:
The Regeneration Problem
Every system faces the same constraint: regenerate or deplete. I traced the pattern from elite-worker conflict to digital-biological competition and found the one choice that matters.

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