Socratic AI Tutor
Guided mode asks, hints and diagnoses before revealing a final solution. Explanation and exam modes remain available when the student deliberately needs a different interaction.
CONNECTED LEARNING SYSTEM
Learn, attempt, diagnose, retrieve — and let the system improve with the evidence.
XYSHIMA connects a Socratic AI tutor with the student's curriculum, concept-level learning history, misconceptions, timing, confidence, review schedule and upcoming exams. The goal is not simply to generate answers, but to choose and explain the next useful learning action.
LEARNING CORE
Progress is based on evidence, not page completion.
Probabilistic Knowledge Tracing
Correctness, confidence, difficulty, timing and repeated retrieval update a persistent concept-level estimate rather than a simple right/wrong counter.
Misconception Intelligence
Recurring high-confidence errors, prerequisite gaps and tutor-detected conceptual mistakes are stored as patterns that can change future teaching and planning.
Adaptive Study Planner
Prioritises mastery, retention risk, misconceptions, prerequisites, timed performance, exams, deadlines and the study time actually available.
Evidence-Based Teaching Strategy
XYSHIMA observes which instructional approaches are working for the student over time without assigning fixed visual, auditory or kinesthetic learning-style labels.
Transparent Decisions
The student can inspect the curriculum basis, concept state, due reviews, detected patterns and the observable reason behind the next recommendation.
Learning has to survive an attempt and a delay.
Diagnostics & Targeted Questions
Questions carry concept, skill, prerequisite, difficulty, misconception and exam-context metadata so each attempt can update the student model.
FSRS-Inspired Spaced Review
A memory model tracks stability, difficulty and estimated retrievability, then schedules weak or fading concepts back into the review queue.
Adaptive Flashcards
Notes, weak concepts, due reviews and previous mistakes can be turned into active-recall cards rather than passive summaries.
Timed Exam Drills
Exam Mode withholds correctness, hints and explanations until the drill is submitted, allowing timing and exam-pressure performance to become useful evidence.
Written-Response Marking
Students can submit an exam-style response for criterion/AO feedback. When an official mark scheme is supplied, XYSHIMA can use it; otherwise the result is clearly labelled as an estimate.
Readiness With Uncertainty
XYSHIMA withholds a prediction when evidence is thin and presents an evidence range and confidence level instead of pretending an early score is precise.
CURRICULUM CONTROL
The learning model stays inside the student's actual course.
Qualification, board, specification code, exam year and structured curriculum data control scope and exam conventions. Official syllabus uploads remain available when the student needs authoritative file-grounded coverage.
GCSEIGCSEAS LevelA LevelInternational A LevelIB DiplomaAPSAT / PSATOther curricula
The product itself should be measured like a learning system.
XYSHIMA records privacy-conscious learning events such as first useful action, active study days, concept mastery, misconception recurrence and mastered concepts per study hour. Platform-level cohort metrics can then be aggregated separately without confusing engagement with learning.