Graphiu

The problem

Learning across long careers (university plus professional life) is fragmented: every semester, every course, every certification sits in its own box. There is no continuity. There is no map showing what you've mastered, what's missing, and why a topic matters for another one you'll touch three years later.

Technical decision

• Knowledge graph as the domain model: nodes = concepts, edges = prerequisites / applications. The graph is what persists; classes are views over the graph.
• Planning engine: given a goal (degree, certification, new domain) and the student's current state, it produces a personalized trajectory that traverses the graph while respecting prerequisites.
• Continuity: the unit of time is years, not semesters. The platform stays active after graduation.

Status

Under construction. Stack and metrics to be documented as implementation progresses.