What does "Learning" mean in the age of Artifical Intelligence?
A managed learning environment built on more than twenty years of educational technology, diagnostic assessment, guided remediation and human teaching.
The XVC Gold Standard:
Books, videos, tutors, online courses and AI can all provide information. XVC is concerned with what happens after that access has been provided - what does MASTERY look like?
A learner can receive an explanation, watch a memorandum, search for an answer or ask an AI system for help.
There was a time before artifical intelligence when the ability to recall facts and knowledge from memory was a sought-after skill. But now all the information in the world is just a prompt away....what does that tell us about the line between "knowledge" and "learning"?
The learner must still understand, attempt, correct, practise, verify and eventually use the knowledge without dependence on the source. That is when we know that mastery has taken place. And in the age of AI this is the one thing to look out for: Is knowledge and information just regurgitated, or was it mastered?
The XVC Teaching Ecosystem
The components of the Virtual Campus are connected deliberately. Each has a defined role in diagnosing, interpreting and addressing a learning need.
Diagnostic and formative assessments establish what the learner can currently do and where further attention may be required.
Question-level reports place an answer in context by identifying the relevant concept, background knowledge and likely misconception.
Educator-designed pathways connect the learner to SOTS Prompts, the Over-the-Shoulder AI Tutor, video memorandums, focused practice and other suitable resources.
The Human Tutor Fallback (HTF) and direct assistance remain available when technology or an existing resource is not sufficient.
The learner returns to the work, applies what has been learned and provides evidence of growing independence and mastery.
Where appropriate and consented to, engagement reporting helps authorised adults (i.e. Teachers) see whether the available learning process is actually being used.
The original implementation of this model can be viewed through the established XVC Teaching Ecosystem for Mathematics.
Experience the architecture
Visitors may begin with a diagnostic process-demp, or create the required learning profile or enter the guided tutoring environment. The exact architecture depends on the design of individual Pedagogical Engineers.
Complete three Mathematics questions and observe how the XVC Teaching Ecosystem connects an answer to explanations and remediation.
Open the demo diagnostic testMoodle provides access to assessments, activities, reports and participating Pedagogical Engineers' Channel learning routes.
Create a Moodle profileA guided environment for working through questions, examining attempts and progressing one step at a time.
Open the AI TutorPedagogical Engineer Channels
Each Channel applies the XVC architecture through the subject knowledge, pedagogy and professional judgement of its educator (the Pedagogical Engineer).
Channels may include diagnostic tests, SOTS Prompts, XVC Pocket Practice, video support, question banks, human tutor fallback, once-off resources and longer learning programmes. Each educator determines the appropriate combination for the learners they serve.
Over-the-Shoulder AI Tutor
The Over-the-Shoulder AI Tutor is not presented as a substitute for teaching. It extends careful questioning and guided explanation into the learner’s work with pedagogically designed human interactions.
When a learner reaches the point where a question must be worked through rather than merely looked up: "OTS it".
The learner is guided through manageable decisions rather than being given an immediate solution dump. We call these "Decision Gates".
Attempts, explanations, verification, feedback, learning style recognition, "pushback" questions and guidance remain part of the process.
SOTS Prompts allow Pedagogical Engineers to bring their own sequencing, checks and teaching logic into the conversation, while allowing the Over-the-Shoulder Tutor to operate with the power of AI in between those guardrails.
Technology extends the educator to a sphere where the physical constraints of time or geography do not allow the Educator to be present; but it does not remove the need for judgement or direct design.
No learning system can succeed when the learner does not participate.
The Pedagogical Engineers make the learning routes clear, participation visible and support available.
Mastery, however, still requires action.
Over the Shoulder media
The Over the Shoulder YouTube channel hosts conversations and practical content about teaching, educational technology, AI-supported learning and the work that remains necessary inside real classrooms and homes.
We also host tutorial videos on how to use the AI Tutor for best results.
For educators
Educators contribute subject knowledge, misconceptions, sequencing, explanations and methods of checking mastery. Internet Learning Solutions (Pty) Ltd converts that pedagogy into practical digital learning assets and channel structures.
Read the full educator introductionHuman support
Contact us for assistance with registration, diagnostic test access, PE Channels, the appropriate next learning route or for any questions you may have.
