Learning Design
Why recorded lectures alone are not enough
A lecture recording preserves the class, but students still need structure, search, and source context to study from it effectively.
Read articleNotiqo Journal
Ideas for making every class more useful.
Practical thinking on lecture knowledge, grounded AI, learning design, and the work that happens after class.
Teaching Operations
Turning every class into structured study material
A practical model for turning lectures into transcripts, summaries, searchable topics, and reusable study resources.
Read articleAI in Education
What grounded AI means in education
Grounded AI narrows an answer to approved course material and makes source context easier to inspect, but it still requires careful product design.
Read articleLearning Design
Why recorded lectures alone are not enough
A lecture recording preserves the class, but students still need structure, search, and source context to study from it effectively.
Read articleTeaching Operations
Turning every class into structured study material
A practical model for turning lectures into transcripts, summaries, searchable topics, and reusable study resources.
Read articleAI in Education
What grounded AI means in education
Grounded AI narrows an answer to approved course material and makes source context easier to inspect, but it still requires careful product design.
Read articleProduct
What institutions should evaluate before adopting an AI tutor
A practical evaluation framework for course scope, source visibility, educator control, learner experience, operations, and risk.
Read articleStudent Success
Designing a better post-class learning workflow
A post-class workflow should help students orient, retrieve, understand, practise, and ask for help without hiding the original teaching context.
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