groundwork
Two Brains: Why Dynamic Model Routing Beats Picking One AI
The better your coding model gets at code, the worse it writes. I stopped picking favorites and started switching between them.
AI Transformation
The Vacancy
136,000 tech workers laid off in 2026. Most contributed free work to open source in exchange for career capital. Everyone's covering the jobs. Nobody's asking what happens to the open source projects.
groundwork
The Fortress
Cloud AI fails. Power grids fail. Your client's deadline doesn't care about either one. So I built Krull AI, a complete offline solution.
Digital Landscape
The Compliance Funnel
A scientific calculator just banned California. A law written for Apple and Google is reshaping who gets to build an operating system.
groundwork
Your AI Has Amnesia
You wrote the rules. Your AI followed them. Then it quietly stopped.
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