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
Split screen showing code failures (left) and breakthrough success with Claude 3.5 Sonnet (right) in November 2024

The Night Claude 3.5 Changed Everything: 100% LLM Code Story

After 2 failed attempts in early 2024, Claude 3.5 Sonnet (October 2024) finally had the instruction-following capability needed. Built a production deployment orchestrator in 3 days that saved weeks per use.

February 7, 2026 · 6 min · 1247 words ·  By Eric Gulatee | AI-assisted
Three-layer architecture diagram showing Orchestration, AI Tool, and Validation layers for deterministic AI workflows

Why AI Shouldn't Orchestrate Workflows

I’ve learned through experience that there’s a fundamental truth about AI-assisted development: AI enforcement is not assured. You can write the most detailed skill file. You can craft the perfect system prompt. You can set up MCP servers with every tool imaginable. But here’s the uncomfortable truth: the AI decides whether to follow any of it. That’s not enforcement. That’s hope. TL;DR: LLMs are probabilistic and can’t guarantee workflow compliance. Skills and MCP tools extend capabilities but don’t enforce behavior. Claude Code Hooks solve this by providing deterministic control points—SessionStart, PreToolUse, and PostToolUse—that ensure critical actions always happen. As AI-generated code scales, you need automated validation systems that codify architectural rules, business constraints, and design patterns. Workflow orchestration must live outside the AI. ...

February 3, 2026 · 13 min · 2575 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
Isometric illustration of developer workspace with TypeScript code editor, 100% code coverage badges, 2-hour stopwatch, and MCP server architecture nodes showing AI building tools for AI

Building an MCP Server in 2 Hours

Built a fully functional Codecov MCP server in 2 hours using Claude Code to extend Claude Code itself. From zero to working server with authentication, API integration, and real-world lessons learned.

December 20, 2025 · 10 min · 2011 words ·  By Eric Gulatee | AI-assisted