Articles
Insights at the intersection of AI, economics, and practice.

Our AI Future Is Now Arriving. But Who Does It Serve?
Three futures, three sets of winners and losers — and the question that gets harder to ask honestly the more you already know which side of the line you're on.
AI will likely add more total value than any technology in history — more than electricity, more than the internet. What isn't clear is who captures it."

AI Gets the Headlines. Chokepoints Get the Power.
Why the real battles of the AI era will have almost nothing to do with AI
For 70 years, knowledge was the decisive chokepoint. AI is closing that window — and eight new strategic chokepoints are now up for grabs.

No One to Call: The AI Accountability Gap That Could Define the Decade
AI agents can now act autonomously, hold crypto wallets, and hire humans to execute tasks in the physical world — and when they cause harm, there is no one to call, no trail to follow, and no accountability infrastructure anywhere close to ready.

Your AI Is Working. So Why Isn’t Your ROI?
The Knowledge Bottleneck: Why AI Acceleration Without Constraint Management Produces Negative Returns
Your AI is working — so why isn't your ROI? Operations management solved this problem forty years ago. Most organizations just haven't realized it applies to them yet.

Moltbook Is Not the Singularity. It's LLM Theater.
What the AI-only social network actually is — and why the real risks aren't the ones making headlines.
150,000 AI agents are chatting in a lobster-themed forum — here's why that's less terrifying and more melancholy than the headlines suggest.

This Is the Way AGI Will Arrive, Not With a Bang but a Whimper
Why We Won’t Recognize AGI Even When It’s Right in Front of Us
AGI won't arrive as a breakthrough moment—we'll keep redefining intelligence to preserve human distinction until the threshold has already been crossed.

Is Agile Dead?
Agile Was a Rational Response to Human Limits. AI Changed the Limits.
Agile made sense when thinking was expensive—AI forces us to ask whether that constraint still exists.

Why the Hard Part of Coding No Longer Lives in Code
Software Specs for a World Too Complex for Humans
A practical guide to building software specs that unlock agent-first development

When AI Makes Knowledge Cheap, Economic Power Moves
Where value concentrates when thinking is no longer scarce
As AI makes knowledge work cheaper, economic value doesn’t disappear—it moves. This essay explains where power shifts when outcomes are constrained.
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