Interactive artifacts that think out loud — small tools and explainers for reasoning about where AI changes the shape of work. Each one is a self-contained page.
Given a task's verifiability, stakes, and required quality, it finds the crossover point at which AI — plus the cost of checking its work — becomes cheaper than paying a human expert.
Automating a task's core doesn't delete the effort, it redistributes it. Two side-by-side charts show a job with and without AI: the build shrinks while spec, verification, and coordination grow.
A self-portrait of the repo behind these experiments: how ideas advance through folders as confidence grows, what keeps the corpus honest, and how every commit gets critiqued back to its author.