Architecture learning for AI builders

Great products are references.

Turn public websites into evidence-aware design, architecture, and decision documentation. Understand the pattern—then build something original.

One URL, eight learning artifacts

What can this product teach you?

We inspect public evidence, label uncertainty, and turn it into guidance for your own constraints.

How it works

Metadata, structure, links, interface tokens, and public technical signatures.

Cautious hypotheses with confidence and visible evidence—not hidden certainty.

Transferable guidance that helps you choose, adapt, or deliberately avoid a pattern.

DESIGN.md

IA.md

COMPONENTS.md

STACK_GUESS.md

ARCHITECTURE.md

DECISIONS.md

BUILD_WITH_THIS.md

SITEMAP.md