Learning systems.
Infrastructure for continuous growth.
LMS architecture that connects content, feedback, and evidence of learning.
Start with the real system.
A learning platform should support a coherent journey across lessons, assignments, feedback, and progress. Its architecture needs clear ownership of content and learner records.
Find the right problem.
- What is the canonical record of learner progress?
- How does feedback connect to the next learning action?
- Can content evolve without losing historical evidence?
Where we could make progress.
- Modular LMS and assessment architecture
- AI tutors with bounded context and human oversight
- Learning analytics and integration foundations