Do I need to know how to code?
No. Your subject knowledge, teaching experience and understanding of how learners think are the starting point. XVC handles the technical implementation.
You do not need coding. You do not need agents. You do not need to become technical. You already have the valuable part: subject knowledge, experience, pedagogy, and the ability to guide thinking.
The question is not simply how to place AI in Education. The question is who should shape what the AI does, how it questions, when it explains, where it slows down, and what it still expects the learner to do.
An XVC Pedagogical Engineer is a teacher or educator who turns subject expertise, teaching experience and knowledge of learner misconceptions into the guardrails and learning pathways around an AI-supported learning conversation.
You decide what learners must notice, attempt, explain, verify and master.
You shape the sequence, decision gates, misconceptions, feedback and standards around your own teaching style.
The technology carries your guided learning approach into the classroom, the learner’s home and the moments when one-to-one teacher time is unavailable.
Many teachers know AI is changing education, but they do not know where to begin beyond chatting to a general Large Language Model. CheatGPT helps turn teacher knowledge into guided AI-supported learning conversations.
You do not need to build software, configure agents, or understand technical infrastructure.
You shape the learning conversation using what you already know about your subject and your learners.
The goal is not to force AI into chaotic classrooms. The goal is to extend your pedagogy outside the classroom.
Laurent Jolie’s “Welcome to the iron age of education” argues that the AI revolution in education is not about whether AI is better than humans, but about the scarcity of proper tutoring (contact) time and the abundance of AI. The deeper shift is abundance: more access, more tools, more reach, and more learning support for more people.
We have to accept that reality, but we still want to keep the teacher at the centre. If AI creates abundance, then teachers must shape that abundance with pedagogy.
Inspired by Laurent Jolie, Education Futures, “Welcome to the Iron Age of Education”, 23 February 2026.
This is designed as a supportive professional space where teachers become confident Pedagogical Engineers.
A question, poem, topic, case study, practical, or misconception from your subject.
We help you structure the thinking pathway, not the technology.
Your learning structures can be hosted where learners can access them through the XVC Teaching Ecosystem.
You do not have to become a programmer to stay relevant in the age of AI.
A SOTS prompt is not just a prompt. It is a teacher-designed doorway into a guided learning session. The learner sees a clean question. The Over-the-Shoulder Tutor receives the pedagogical structure behind it.
SOTS Prompts guide the learning conversation. XVC Pocket Practice gives learners a compact browser-based activity in which they can practise, repeat and consolidate what they are learning.
Open the learner-facing demonstration and experience the format directly. Pocket Practice can turn a teacher’s carefully chosen questions and examples into focused interactive exercises that learners can use at home or alongside classroom teaching.
Open the Pocket Practice demoA Pedagogical Engineer does not replace teaching with technology. A Pedagogical Engineer designs the conditions under which learners think, ask, answer, reflect, improve and become capable.
Guide learners into asking better questions and confronting misconceptions.
Sequence the conversation so the learner does not jump past understanding.
Build in language, curriculum, notation, and subject-specific expectations.
Teacher-created SOTS structures and Pocket Practice activities can be hosted through XVC, where learners can access them as part of subject support, diagnostic remediation, prepaid AI-credit use or educator-led subscriptions. This allows pedagogy to travel further and can create an additional income stream for committed teachers.
This creates something different from a once-off video course. Learners do not simply watch your content. They engage with your pedagogy through the OTS Tutor.
Teachers who join this network do it for one of two reasons, or both:
(1) Rather than continue with providing printed worksheets and exercises for remediation, they provide pedagogical support to their learners outside of the classroom as guided remediation.
(2) They want to earn extra income from their efforts.
Teachers can build a following around their subject, curriculum, style, and learning structures.
Teachers who really put effort into the design of their SOTS Prompts will build a loyal fan base of learners who keep on returning for test and exam support, because they trust this "specific" teacher. You should be that ONE TEACHER they want!
A learner may access one guided pathway for one need, such as a poem, topic, question, or exam concept.
Committed learners can subscribe to ongoing teacher support and guided learning structures.
FBA Group membership uses weekly diagnostics, SOTS-guided remediation, unlimited attempts, Monday reports, and earned access to create a high-accountability mastery rhythm. Teacher-created SOTS prompts can become part of the support learners use to move from diagnosis to mastery.
Clear answers for teachers and educators considering the next step.
No. Your subject knowledge, teaching experience and understanding of how learners think are the starting point. XVC handles the technical implementation.
No. A Pedagogical Engineer focuses on learning: the questions, guardrails, misconceptions, sequencing and standards that should shape an AI-supported educational experience.
Yes. The teacher’s pedagogy can guide remediation, homework, test preparation and independent practice when direct one-to-one teacher time is not available.
After verified payment, the Project Manager makes contact and begins onboarding. This may include online workshops or webinars and practical guidance in preparing questions and ideas for SOTS Prompts, XVC Pocket Practice files and future initiatives.
You know your subject. You know where learners struggle. You know how to ask the next question. We help you turn that into AI-guided learning support your learners can use beyond the classroom.
Join the Pedagogical Engineers network for R345 per month. We will guide you in turning your questions, subject expertise and teaching experience into SOTS Prompts, XVC Pocket Practice files and other teacher-led AI learning initiatives, while XVC handles the technology. Use the WhatsApp button on this page to talk to us if you have questions.