What you will learn
What this course protects
Teach with AI — while protecting evidence, originality and culture
Every module applies these four principles differently — across language, history, debate, storytelling, source evaluation, visual arts and culture-sensitive teaching.
An AI answer is never a source. You trace every quotation and claim to a real document before it reaches students.
AI is a creative partner, not a substitute author. Student voice, authorship and honest disclosure stay central.
You learn to spot and correct AI outputs that erase, stereotype or flatten cultures, languages and communities.
AI drafts and assists; you verify, protect privacy and stay accountable for everything that reaches a learner.
What you'll build
You graduate with a reviewed Arts & Humanities AI Teaching Portfolio — ten classroom-ready components, including a complete humanities project — scored on a twelve-dimension rubric.
Course Syllabus
Use AI for explanation, practice, differentiation and multilingual support in language and literature — while preserving teacher judgement, dialect diversity and student voice.
Learning Outcomes
- Distinguish appropriate language-teaching AI uses from automated judgement, and name where a teacher-review checkpoint is required (LO1).
- Write a context-rich language prompt specifying grade, objective, genre, vocabulary constraints, tone, format and verification (LO2).
- Differentiate a text for mixed-ability and multilingual learners without distorting meaning or uploading identifiable student work (LO4).
Lessons
Where AI Helps and Where It Does Not
Objective: Classify language-teaching tasks as suitable, suitable-with-review, or unsuitable for AI, and identify hallucinated grammar claims.
Prompting for Language Level, Context and Purpose
Objective: Write a language prompt that specifies grade/proficiency, objective, genre, vocabulary constraints, tone, output format, cultural context and verification.
Differentiation, Feedback and Multilingual Support
Objective: Produce tiered versions of one text and give feedback that preserves student ownership, using only synthetic or anonymised examples.
Language Teaching Artefact Studio
Objective: Create a teacher-reviewed language or literature lesson pack with objective, text, vocabulary/literary-device activity, differentiated tasks, formative assessment, answer guidance, review notes and a responsible-AI disclosure.
Module Assessment
Language Lesson Pack (artefact + checklist) · 8 Questions
Visual Concepts
Comparison Chart
Prompt Anatomy Diagram
Flowchart
Language-learning Differentiation Ladder
Cycle Diagram
Teacher-review Workflow
Comparison Chart
Multilingual Adaptation Matrix
Resources
Language lesson prompt canvas
Eight-part prompt scaffold for language and literature lessons.
Literary-analysis verification checklist
Check device labels, claims and answer keys before use.
Differentiated worksheet template
Same-goal support / core / extension tiers.
Teacher feedback guide
Ownership-preserving feedback as questions and revision goals.
Student-facing responsible-AI note
A short disclosure line for classroom materials.
Design evidence-based inquiry activities while recognising that an AI response is not itself a historical or social-science source.
Learning Outcomes
- Classify sources as primary, secondary or tertiary and distinguish evidence from assertion (LO5).
- Build timelines and compare causes and consequences while avoiding presentism and determinism (LO5).
- Detect anachronism, fabricated quotations and oversimplification using a repeatable verification process (LO3).
Lessons
Inquiry Questions, Sources and Evidence
Objective: Write an open inquiry question and classify sources as primary, secondary or tertiary, treating AI as an assistant, not an authority.
Chronology, Causation, Continuity and Change
Objective: Use AI to draft a timeline and a causes/consequences comparison while avoiding presentism and determinism, verifying every date.
Detecting Anachronism, Fabrication and Oversimplification
Objective: Apply a repeatable verification process to catch invented quotations, impossible dates, wrong relationships, missing groups and false balance.
Historical Inquiry Artefact Studio
Objective: Create an inquiry activity with a question, source set, evidence table, timeline, student questions, verification notes, answer guidance and reflection.
Module Assessment
Historical Inquiry Artefact (source set + evidence table) · 8 Questions
Visual Concepts
Flowchart
Source-provenance Chain
Cycle Diagram
Historical Inquiry Cycle
Timeline Visual
Chronology and Causation Map
Comparison Chart
Evidence-versus-claim Diagram
Resources
Source-analysis worksheet
PDF classroom resource
Timeline template
PDF classroom resource
Historical claim-verification checklist
PDF classroom resource
Inquiry lesson planner
PDF classroom resource
Primary-source comparison table
PDF classroom resource
Use AI to prepare structured discussion, Socratic dialogue and evidence-based debate without manufacturing stereotypes or presenting harmful claims as equally valid.
Learning Outcomes
- Map an argument into claim, reasons, evidence, counterargument and rebuttal, and spot common fallacies (LO6).
- Generate multiple perspectives responsibly without stereotyping, inventing viewpoints or false equivalence (LO6).
- Design a Socratic seminar with opening, probing and clarification questions and psychological safety (LO6).
Lessons
Claims, Reasons, Evidence and Counterarguments
Objective: Map a topic into claim, reasons, evidence, counterargument and rebuttal, and distinguish rhetorical confidence from evidential strength.
Generating Multiple Perspectives Responsibly
Objective: Use AI to surface stakeholder perspectives without stereotyping, inventing cultural viewpoints or creating false equivalence.
Socratic Seminar and Classroom Dialogue Design
Objective: Design a Socratic seminar with opening, probing, clarification and evidence questions, participation structures and psychological safety.
Debate Kit Artefact Studio
Objective: Create a debate kit: proposition, background brief, stakeholder map, evidence requirements, question prompts, speaking protocol, rubric and reflection sheet.
Module Assessment
Debate Kit Artefact (proposition + evidence + rubric) · 8 Questions
Visual Concepts
Flowchart
Argument Map
Radar Chart
Stakeholder Perspective Wheel
Flowchart
Socratic-question Ladder
Timeline Visual
Evidence-strength Continuum
Resources
Debate preparation pack
PDF classroom resource
Socratic seminar guide
PDF classroom resource
Argument-mapping sheet
PDF classroom resource
Perspective-taking checklist
PDF classroom resource
Discussion participation rubric
PDF classroom resource
Use AI for ideation, structure, revision and feedback while protecting originality, authorship, voice and creative confidence.
Learning Outcomes
- Use AI as a creative partner (brainstorming, structure, feedback) without it becoming the author (LO7).
- Protect voice, originality and copyright; disclose AI use and avoid imitating living authors (LO7).
- Run an AI-assisted writing workshop where feedback guides revision without rewriting the student's work (LO7).
Lessons
AI as Creative Partner, Not Substitute Author
Objective: Use AI for brainstorming, character/setting and plot alternatives while keeping the student as the author, with age-appropriate boundaries.
Voice, Style, Originality and Copyright
Objective: Protect student voice and originality, distinguish public-domain from protected works, and avoid imitating living authors, with disclosure and attribution.
AI-Assisted Writing Workshop and Feedback
Objective: Run a workshop where AI-supported feedback sets revision goals and asks questions without rewriting the student's work, maintaining a process log.
Storytelling Artefact Studio
Objective: Create a storytelling activity: story prompt, planning scaffold, character/perspective activity, drafting guidance, revision checklist, AI-use disclosure and rubric.
Module Assessment
Storytelling Artefact (prompt + scaffold + rubric) · 8 Questions
Visual Concepts
Comparison Chart
Human–AI Creative Partnership Model
Timeline Visual
Story Arc
Cycle Diagram
Revision Cycle
Flowchart
Authorship and Disclosure Decision Tree
Resources
Story-planning canvas
PDF classroom resource
Creative-writing prompt builder
PDF classroom resource
Revision checklist
PDF classroom resource
AI-use process log
PDF classroom resource
Originality and authorship rubric
PDF classroom resource
Teach source literacy and verify AI-supported research, including images, deepfakes and content provenance.
Learning Outcomes
- Explain why an AI answer is a response, not a source, and spot fabricated citations and confidence language (LO8).
- Apply a repeatable lateral-reading and triangulation process to verify a claim (LO8).
- Evaluate synthetic images and manipulated media using provenance without over-trusting detection tools (LO8).
Lessons
Why an AI Answer Is Not a Source
Objective: Distinguish response, reference and evidence; identify fabricated citations, plausible-but-false claims and unwarranted confidence language.
Lateral Reading and Triangulation
Objective: Apply the seven-step lateral-reading process to verify a claim and record the resulting uncertainty.
Images, Deepfakes and Content Provenance
Objective: Evaluate synthetic and manipulated media using provenance indicators and corroboration, without over-trusting detection tools.
Source-Verification Artefact Studio
Objective: Create a claim-verification task with a source set, credibility criteria, evidence table, misinformation warning signs, answer guidance and reflection.
Module Assessment
Source-Verification Artefact (claim + evidence table) · 8 Questions
Visual Concepts
Flowchart
Lateral-reading Workflow
Flowchart
Source-credibility Ladder
Comparison Chart
Claim–Evidence–Source Triangle
Checklist
Synthetic-media Verification Checklist
Resources
Source evaluation worksheet
PDF classroom resource
Citation-verification form
PDF classroom resource
Misinformation lesson pack
PDF classroom resource
Synthetic-media discussion guide
PDF classroom resource
Claim-verification record
PDF classroom resource
Support thoughtful use of generative and analytical AI in visual-arts teaching — composition, analysis, and copyright/bias/provenance awareness.
Learning Outcomes
- Use visual vocabulary (composition, perspective, light, medium, mood) to prompt and refine images (LO9).
- Separate observation from interpretation in art analysis and avoid invented artist statements (LO3).
- Apply copyright, bias, provenance and representation awareness to classroom image use (LO9, LO10).
Lessons
Visual Prompting and Composition
Objective: Use visual vocabulary — subject, composition, perspective, lighting, medium, mood, constraints — to prompt and iteratively refine an image.
Art Analysis and Interpretation
Objective: Separate observation from interpretation, use formal elements and historical context, and reject invented artist statements from AI.
Copyright, Bias, Provenance and Representation
Objective: Apply general educational guidance on training data, style imitation, representation bias, provenance and disclosure to classroom image use.
Visual-Arts Artefact Studio
Objective: Create an AI-supported art-analysis activity or a visual-creation brief with learning objective, reference requirements, critical questions, accessibility support and a review record.
Module Assessment
Visual-Arts Artefact (analysis activity or creation brief) · 8 Questions
Visual Concepts
Radar Chart
Visual-prompt Composition Wheel
Flowchart
Observe–Analyse–Interpret Sequence
Flowchart
Image Provenance Chain
Comparison Chart
Representation Review Matrix
Resources
Visual-prompt canvas
PDF classroom resource
Art-analysis worksheet
PDF classroom resource
Image-use disclosure form
PDF classroom resource
Visual-bias checklist
PDF classroom resource
Accessible-image and alt-text guide
PDF classroom resource
Identify and correct AI outputs that erase, stereotype or misrepresent cultures, languages, regions or communities, and adapt inclusively.
Learning Outcomes
- Identify selection, representation, dominant-narrative, language and stereotype bias in humanities content (LO10).
- Respect local knowledge and linguistic diversity, and know when authoritative local review is required (LO10).
- Adapt resources inclusively and accessibly, avoiding deficit language (LO10).
Lessons
How Bias Appears in Humanities Content
Objective: Recognise selection, representation, dominant-narrative, language-hierarchy, gender, regional and historical-erasure bias in AI humanities output.
Local Knowledge and Linguistic Diversity
Objective: Respect regional terminology, dialect, register and oral/indigenous traditions, and identify when authoritative local review is required.
Inclusive Adaptation and Accessibility
Objective: Adapt a resource for reading level, multiple means of representation, captions, alt text, plain-language and audio/transcript options, avoiding deficit language.
Culture-Sensitivity Review Artefact Studio
Objective: Evaluate and improve an AI humanities resource: original output, identified issues, corrected version, verification sources, inclusion adaptations and reflection.
Module Assessment
Culture-Sensitivity Review (original → corrected) · 8 Questions
Visual Concepts
Cycle Diagram
Culture-sensitivity Review Cycle
Comparison Chart
Representation Matrix
Flowchart
Localisation Decision Tree
Checklist
Inclusion and Accessibility Map
Resources
Culture-sensitivity checklist
PDF classroom resource
Multilingual adaptation guide
PDF classroom resource
Representation audit
PDF classroom resource
Inclusive-language checklist
PDF classroom resource
Local-context verification form
PDF classroom resource
Integrate the whole course into a practical student project or mini-unit, with clear student-AI boundaries and assessment of reasoning and process.
Learning Outcomes
- Design an inquiry-based humanities project with an authentic question, milestones and reflection (LO15).
- Set transparent student-AI boundaries with disclosure and process documentation (LO11).
- Assess reasoning, process and originality — not polished output or AI-detector scores alone (LO12).
Lessons
Designing Inquiry-Based Humanities Projects
Objective: Design a project with an authentic driving question, learning outcomes, evidence requirements, student choice, milestones, final products and reflection.
Student AI Boundaries and Process Documentation
Objective: Set permitted/prohibited AI uses, disclosure, prompt and source records, draft history and age-appropriate safeguards for a project.
Assessment for Reasoning, Process and Originality
Objective: Design process-based assessment (drafts, source commentary, oral defence, reflection) that evaluates reasoning, not polished AI output or detector scores.
Capstone Planning Studio
Objective: Develop a complete humanities project or mini-unit with outcomes, driving question, lesson sequence, AI/non-AI activities, differentiation, accessibility, student AI-use rules, assessment, rubric, review checklist and responsible-AI disclosure.
Module Assessment
Capstone: complete humanities project / mini-unit (12-dimension rubric) · 8 Questions
Visual Concepts
Cycle Diagram
Project-based Learning Cycle
Flowchart
Student AI-use Decision Tree
Comparison Chart
Assessment Evidence Model
Timeline Visual
Capstone Planning Roadmap
Resources
Humanities project planner
PDF classroom resource
Student AI-use agreement
PDF classroom resource
AI-use disclosure form
PDF classroom resource
Process portfolio template
PDF classroom resource
Oral-defence question bank
PDF classroom resource
Capstone rubric
PDF classroom resource
AI can draft, but it does not understand or verify. You remain responsible for the accuracy, fairness, privacy and classroom-appropriateness of anything you use.