AI Control Plane

A learning copilot should know the course context — and its limits.

The platform prepares a curriculum- and course-grounded assistant that can generate practice, explanations and study prompts from approved material rather than acting as an unbounded generic chatbot.

GroundingApproved curriculum, course materials and authorised learner context.

PurposeExplanation, study planning, retrieval practice and guided reflection.

BoundariesNo impersonation of the learner; no invisible high-impact decisions.

ReviewTeacher/admin review queues for flagged or publishable output.

RAG

Knowledge Retrieval

Retrieve authorised curriculum/course passages before generation.

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POL

Policy Layer

Apply role, age, privacy and academic-integrity rules before tool access.

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EVAL

Model Evaluation

Test grounding, accuracy, refusal behaviour and pedagogical usefulness.

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REV

Human Review

Route risky, publishable or high-impact outputs to people.

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Professional service standard

Support is shaped around the learner rather than a one-size-fits-all script.

Before tuition or a programme is confirmed, we review the subject or topic, level, goals, preferred delivery format and practical availability. The exact teaching plan can then be adapted to the learner’s starting point and priorities.

Clear scopeUnderstand what the support is intended to cover before you begin.

Confirmed arrangementsTutor availability, timing and pricing are confirmed before the service is treated as booked.

Realistic outcomesWe support preparation and progress; no responsible tuition service can guarantee a particular grade or result.