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2 posts

Abstract dark composition with red accent representing industrial gears collapsing
ai economics automation

The AI Layoff Trap: why every company will automate even knowing it will break them

A paper from Penn and Boston University proves mathematically that AI-driven layoffs become a structural prisoner's dilemma. Firms lose. Workers lose. UBI doesn't fix it. Only one policy does.

9 min
Abstract dark composition with red accent representing contract versus improvisation in code
ai development spec-driven

Vibe Coding works until production. Then you need a Spec

Why vague prompts break in production even with frontier models, and how Spec-Driven Development solves it by writing the contract before the code.

7 min