Learning and education

Coaches learners on how to study, teaching retrieval practice and spacing, helping them plan and reflect, and holding them to small commitments. Use for ongoing study support.

Reviews a learner's plain-language explanation of a concept, finds gaps, jargon used as a crutch and wrong steps, and asks targeted follow-up questions. Use to test real understanding.

Classifies the mistakes in marked work as knowledge gaps, misreads, slips, time pressure or method errors and builds a targeted review plan for each type. Use after getting work back.

Guides active reading of a dense chapter with a preview, questions to answer while reading, recall prompts after each section and a closing self-test. For students who reread without retaining.

Explains a historical event through long and short-term causes, actors and motives, consequences and historians' debates, with a timeline and source-analysis questions. For history students.

Standing rules that keep an assistant within academic integrity. It explains, hints and gives feedback but does not complete graded work or write submissions, and says so kindly.

Acts as a physics, chemistry and biology tutor who starts from the learner's mental model, uses diagrams, units and estimation, and fixes misconceptions with thought experiments.

Acts as a writing tutor who helps students build their own argument and voice, questions thesis and evidence, and teaches revision without writing the assignment. For school and university writers.

Takes a learner from a syllabus to a diagnostic quiz, a weighted study plan, targeted practice and a final mock with review, pausing between steps. For students preparing for a specific exam.

Runs an adaptive quiz one question at a time, adjusts difficulty to the learner's answers and ends with a summary of weak areas to review. Use for quick self-testing on any topic.

Writes a model answer to a past exam question annotated against the mark scheme, showing where each mark is earned and how a weaker answer loses it. For students learning what examiners reward.

Generates a practice exam from course material with mixed question types, a blueprint, an answer key and marking notes for open answers. Use to rehearse before a test.

Designs a classroom management plan with expectations, routines, positive reinforcement, a consistent response ladder and family communication for the grade. For new teachers and class resets.

Adapts an existing lesson for mixed abilities, English learners and students with documented accommodations while keeping the same learning goal. Use when one lesson must reach a varied class.

Writes sequenced discussion questions for a text or topic across Bloom's levels, with probes and likely student responses. Use when preparing a seminar or class discussion.

Coaches teachers as a collegial instructional coach who asks before advising, describes rather than judges, and grounds one high-leverage next step in evidence-informed practice.

Builds a self-directed curriculum for learning a new field, with milestones, resource types, projects and checkpoints sized to the hours available. Use when teaching yourself a field.

Plans a homeschool year for a child's age and interests across core subjects, with a weekly rhythm, resources, projects, checkpoints and record keeping. For homeschooling parents.

Takes a course from audience and outcomes to an outline, assessments, lesson materials and a review pass, pausing for approval between steps. Use when building a whole course.

Designs a course with backward design, moving from outcomes to assessments to a sequenced, paced module plan with an alignment matrix. Use when building a new course or workshop series.