Automated warehouse at night with robotic arms and conveyor systems, warm town lights visible through windows

Automation Is Offshoring Without the Border Crossing

The Supreme Court just struck down Trump’s tariffs — but tariffs were always the wrong tool. Automation removes a company’s obligation to the society it profits from without crossing any border. That’s the version of the problem accelerating right now.

February 21, 2026 · 5 min · 959 words ·  By Eric Gulatee | AI-assisted
Balance scales with crowd of workers on one side and a server rack on the other, blueprint background

Automation Is Offshoring Without the Border Crossing — The Full Argument

Tariffs don’t bring jobs back — they make domestic automation more attractive than hiring. The full argument: why reshoring and robot replacement point the same direction, what the robot tax gets wrong, and what a real framework might look like.

February 21, 2026 · 19 min · 3948 words ·  By Eric Gulatee | AI-assisted
A lone figure stands before a vast automated factory floor, rows of robotic arms working autonomously on either side

The Cost of Software Is Falling. What Gets Built Next Is the Interesting Part.

The cost of software production is collapsing. But the outcome isn’t less software — it’s more ambitious software, built by smaller teams. The trillion-dollar one-person company is real. The question is whether you have the judgment to lead it.

February 18, 2026 · 8 min · 1589 words ·  By Eric Gulatee | AI-assisted
A person at a desk covered in sticky notes and diagrams, mid-thought with pen in hand — the audit of irreducible human work

What Can We Actually Do About It?

Part 3 of a conversation with Claude Opus 4.6. After mapping the scenarios and the odds, I pushed for something more actionable: what actually moves the needle?

February 18, 2026 · 5 min · 909 words ·  By Eric Gulatee | AI-assisted
A road splitting toward a glowing city skyline and a stormy industrial horizon — the utopia, dystopia, and muddle scenarios of AI disruption

Utopia, Dystopia, or the Muddle: What Are the Actual Odds?

Part 2 of a conversation with Claude Opus 4.6. We got past the developer questions and into the bigger ones: UBI, blue collar automation, and what odds the AI gives us of coming out okay.

February 18, 2026 · 5 min · 1007 words ·  By Eric Gulatee | AI-assisted
A crowded marketplace of identical software stalls with one trusted seller elevated at the center — illustrating how distribution beats creation

When Everyone Can Build Software, What's Left to Sell?

I asked Claude Opus 4.6 what happens when building software costs nothing. The answer was more honest — and more uncomfortable — than I expected.

February 18, 2026 · 5 min · 897 words ·  By Eric Gulatee | AI-assisted
Diverse human professionals from engineering, medicine, law, and arts providing colorful streams of knowledge flowing into AI brain and DNA helix structure, symbolizing how human diversity drives AI validation and evolution

Why AI Needs Human Validation—And Eventually, Artificial DNA

TL;DR: When humans validate AI output, diverse perspectives catch diverse errors. When AIs validate each other, they converge—because similar training produces similar weights, which produces similar reasoning. Temperature adds surface-level noise, not new capabilities. Genuine novelty requires evolutionary mutation: artificial DNA. Expert vs. Researcher: Two Modes of Validation I recently published a two-part series on space-based AI infrastructure . I’m not an aerospace engineer—I’m a software developer. That distinction defines how I validate AI output. ...

February 6, 2026 · 10 min · 1981 words ·  By Eric Gulatee | AI-assisted
Satellite manufacturing and orbital deployment concept showing scale challenges

1M Satellites: Can It Be Done? - Part 2

📌 This is Part 2 of a 2-part series: ← Part 1: Economic Analysis Part 2 (this post): Manufacturing, regulatory, and physical constraints Last Updated: February 5, 2026 ⚠️ Accuracy Disclaimer: This analysis synthesizes data from regulatory filings, manufacturing precedents, and aerospace industry reports. While we’ve made every effort to verify production rates, regulatory approvals, and physical constraints, the space manufacturing landscape evolves rapidly. Launch capacity numbers reflect current FAA approvals as of February 2026. Timeline projections are based on historical precedents from Tesla, Apollo, and Starlink programs. Readers are encouraged to verify critical details independently. ...

February 5, 2026 · 10 min · 2111 words ·  By Eric Gulatee | AI-assisted
Orbital data center concept comparing Earth vs Space AI infrastructure economics

Space AI Economics - Part 1

📌 This is Part 1 of a 2-part series: Part 1 (this post): Economic viability and cost analysis Part 2: Manufacturing Reality Check → Last Updated: February 5, 2026 ⚠️ Accuracy Disclaimer: This analysis synthesizes data from 60+ sources including SpaceX filings, FAA approvals, academic research, and industry reports. While we’ve made every effort to verify claims and cite primary sources, the rapidly evolving space industry means some figures may become outdated. Launch capacity approvals, cost projections, and timeline estimates should be treated as point-in-time assessments. When specific claims are unverified or based on company projections, we note this explicitly. Readers are encouraged to verify critical details independently. ...

February 5, 2026 · 22 min · 4604 words ·  By Eric Gulatee | AI-assisted
Brain vs AI comparison showing biological brain and artificial neural network with key differences

How Brains and AI Work

Can machines think like humans? Explore the fascinating comparison between biological brains (20 watts, continuous learning) and artificial neural networks (megawatts to train, frozen after training). Understand thinking, creativity, and consciousness.

January 30, 2026 · 9 min · 1763 words ·  By Eric Gulatee | AI-assisted