First Principles with AI Companions

Problem / Question We Started With

Decompose to fundamentals with an AI interrogator; rebuild from constraints and resources.

What We Tried

• Define a falsifiable question.

• Prototype a minimal interface/agent in 1–2 weeks.

• Run structured trials with clear metrics.

What We Learned (so far)

• Early signals are promising; we’re collecting more evidence.

• Related patterns will be linked here as they mature.