Why I built it
Complex technical material is often compressed into interfaces that show more information while making reasoning harder to follow.
What exists
A deployed prototype family exists, but the broad product thesis has not been validated with a cohort or a single learning outcome.
How it works
Document and research inputs support structured explanations, interactive knowledge views, and guided learning surfaces.
- Document-assisted learning
- Knowledge visualization
- Guided explanation surfaces
My role
Directed the learning interfaces, knowledge-visualization experiments, and document/research workflows, and decided the separation that produced CertGraph.
What I checked
- reviewLegibility and product-separation review completed
What stays bounded
- Broad feature coverage is not learning efficacy
- CertGraph remains a separate focused product
What is missing
- The platform still needs one technical domain, cohort, and measurable outcome.
Next
Document the laboratory role around CertGraph.
Later ideas, not current features
- Use the lab for reusable research and visualization components
- Run narrow experiments through CertGraph