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— dynamically selecting or composing LLM prompts per task and learner — connects the wiki's prompt-engineering and learning-to-prompt-adaptive-tutoring threads, where prompt selection becomes part of the tutoring system itself rather than a user skill. Adaptive Prompt Routing Rel...

in education uses physiological and behavioral signals to sense learner emotion and adapt instruction — see affective-text-wearable-student-health , multimodal-affective-its-presentation , and kar-mathbuddy-affective-math-tutoring-2025 . The wiki also documents emotional risks of...

— AI systems that plan and execute multi-step tasks — are evaluated educationally in tool-invariant-framework-agentic-ai , persistent-ai-agents-academic-research , and agentic-ai-education-scoping-review , with the central question being whether agent initiative supports or displ...

AI co-intelligence frames human-AI collaboration as a joint cognitive system rather than tool use. The wiki's evidence spans genai-performance-vs-learning , human-ai-collaboration , and cognitive-offloading — co-intelligence gains depend on keeping the human judgment loop intact....

AI-ed evaluation covers how AI education tools are benchmarked and assessed — see cotal-formative-assessment-scoring-2026 , benchmark , ground-truth-reliability-aied , and teachbench-llm-teaching-evaluation — with recurring findings that evaluation must be domain-specific and rel...

AI-ed implementation studies how AI tools actually enter institutions: institutional-change-framework-ai , ai-changing-teaching-workflows , and ai-adoption-training-public-sector show the binding constraint is training, change management, and governance rather than tool capabilit...

— teaching about AI itself — is examined through k-12-ai-education , ml-literacy-primary-education , principled-ai-education , and ai-literacy-equity-programming-policy , which find that curricula must span technical, ethical, and equity dimensions of AI literacy. Ai Education Re...

AI governance in education spans institutional policy, regulation , and privacy : genai-policies-higher-ed-computing , genai-declaration-frameworks-higher-education , and genai-assessment-governance document how universities translate AI capability into acceptable-use frameworks...

— the competencies students and staff need to use AI critically — is mapped by ai-literacy-continuum-higher-education , five-stage-ai-literacy-continuum (merged), constructing-epistemic-ai-literacy-student-ai-co-programming , and ai-literacy-assessment-misalignment , which show l...

in educational AI is documented across gender-bias-transfer-llm-writing , ai-scoring-language-bias-physics , llm-cultural-relevance-k12 , and bias-mitigation — models inherit and amplify demographic, linguistic, and cultural biases that require systematic auditing and mitigation....

— machine scoring and feedback at scale — is covered by automated-grading , aiawe-automated-writing-evaluation , psyscore-essay-scoring-zpd-feedback , and cotal-formative-assessment-scoring-2026 : LLM-based scoring generalizes across domains when prompt-engineered with human-in-t...

— the limits of working memory in instruction — is the theoretical lens for much wiki work on AI scaffolding: concept-catalyst-engineering-scaffolds , rethinking-scaffolding-llm-tutors , and cognitive-offloading show AI can either reduce extraneous load or bypass the germane load...

— decomposition, abstraction, and algorithmic reasoning — is taught and measured with AI in computational-thinking-ai-agent-creation , turtleai-visual-programming-benchmark , and code-anchor-multi-view-visualization : AI can support CT development when tasks remain generative rat...

Confidence-aware AI assessment — models that report uncertainty alongside scores — is examined in confidence-aware-student-drawing-assessment , cong-confidence-asag-2026 , and llm-psychometric-calibration-cdp : calibrated confidence improves trust and enables appropriate delegati...

learning theory — knowledge built through active experience — underpins wiki analyses of AI as genai-mindtool-generative-learning and icap-cognitive-engagement-llm-agents : AI tools support construction only when learners generate, not merely consume ( active-learning , education...

for the AI era is discussed in curriculum-design-ai , prompt-based-programming-lesson , ase-26-agentic-software-engineering-curriculum , and genai-architecture-education : curricula must embed AI literacy and agentic skills while preserving foundational knowledge ( instructional-...

Curriculum design with AI — using generative models to plan lessons and materials — is studied in adapt-adaptive-lesson-plan-transformer , connected-ai-lesson-planning-vietnam , and llm-tts-dialogue-lesson-generation : AI-generated curricula can personalize at scale but require e...

— human-centered problem solving as pedagogy — appears in wiki pages on design-thinking and AI-supported prototyping: generative AI accelerates ideation and iteration, with the design-process itself becoming the assessable artifact ( creative-thinking , project-based-learning )....

— the finding that harder retrieval conditions improve long-term learning — is the theoretical counterweight to AI smoothing: agentic-ai-pedagogical-best-practice-2026 calls for intentional friction, and retrieval-practice and generative-ai-reduced-study-time-math document the co...

— psychometric theory applied to learning data — runs through the wiki's item-response-theory , knowledge-tracing , and assessment-validity pages: LLM-era measurement must reconcile classical psychometrics with new AI-generated response streams ( psychometrically-aware-ai , educa...

applies language technologies to learning: llm-item-difficulty-prediction , teaching-feedback-classification-benchmark , llm-sentiment-analysis-education-research , and vocabulary-difficulty-prediction show LLMs advancing analysis of student language at scale ( educational-measur...

Educational policy for AI is analyzed in state-policy-teacher-ai , genai-policy-prompting-rct , ai-governance-education , and regulation : policy design choices (allow/prompt/teach) measurably shape classroom use, and governance must keep pace with capability ( policy-maker ). Ed...

of educational AI is examined across ethical-ai-higher-ed-game-theory , ai-ethics-education-public-discourse , child-safety-genai , and sycophantic-ai-social-interaction-2026 : ethical analysis spans harm, autonomy, privacy, and the relational effects of AI on learners ( pedagogi...

Ground-truth reliability in AIED evaluation asks whether the human labels used to judge AI are themselves trustworthy: ground-truth-reliability-aied , vetting-dual-llm-safety-education , and data-annotations-pedagogical-hints show expert disagreement and noisy annotations that ca...

Human-AI collaboration — the division of cognitive labor between people and models — is the wiki's core interaction theme: human-ai-collaboration-trust-expectations , humanlike-ai-collaborative-writing , genai-mindtool-generative-learning , and teacher-student-agency-orchestratio...

with AI covers special-education-ai , neurodivergent-computing-students , accessible-learning , and multilingual-learning : AI can personalize for diverse learners but risks exclusion when accessibility and cultural contexts are afterthoughts ( equity ). Inclusive Education Relat...

— whether organizations can adopt AI responsibly — is analyzed in institutional-change-framework-ai , universities-ai-era-rethinking , ai-governance-education , and institutional-change (tag): readiness spans infrastructure, governance, skills, and change management ( faculty-dev...

— psychometric modeling of item difficulty and ability — meets LLMs in llm-item-difficulty-prediction , llm-psychometric-calibration-cdp , and knowledge-tracing-irt : AI predicts difficulty and calibrates assessment, improving measurement precision ( educational-measurement , ass...

LLM applications in education — the applied side of the corpus — are catalogued in llm-chatbots-cs-multiple-choice , llm-handwritten-math-grading , llm-design-problems-hot-pjbl , and moodle-ai-tutoring-deep-learning : applications span assessment, tutoring, content generation, an...

LLMs in education — the umbrella topic — is covered by hundreds of wiki pages: llm-tutoring-feedback-diagnosis-gap , socraticode-k12-programming-tutor , llm-reasoning-traces-metacognition , and measuring-llm-tutors-teach-vs-solve capture the field's central questions about whethe...

— progression upon demonstrated competence — is enabled by adaptive AI: mastery-learning research in the wiki, alongside adaptive-learning , memdora-ai-spaced-repetition , and simulating-learner-task-selection , shows AI sequencing and assessment make mastery-based progression pr...

Multi-representational tools — presenting concepts across text, diagrams, and interactives — are studied in data-comics-for-education-evaluating-effectiveness-benefits-ethics , code-anchor-multi-view-visualization , visual-query-tracer-declarative-logic-learning , and supplynet-v...

NLP in education — computational analysis of learner language — underpins aiawe-automated-writing-evaluation , llm-item-difficulty-prediction , short-answer-scoring-quality-degradation , and automated-grading : from essay scoring to misconception detection, NLP pipelines convert...

Open-source AI in education is studied in lata-ferpa-compliant-local-llm-autograder , vismatic-secure-sandbox-cs-education , and open-source (tag) pages: local open models address privacy , cost, and customization but bring deployment and quality burdens ( regulation , ai-ed-impl...

— viewing schools and classrooms as interacting with their environment — frames wiki analyses of AI adoption: institutional-change-framework-ai , ai-higher-ed-bridge-gap , and educational-policy-ai treat AI as an external shock propagating through institutional subsystems ( insti...

— ensuring AI tutors cannot mislead or harm learners — is studied in hazra-safetutors-pedagogical-safety-2026 , eduguard-safe-rag-llm-tutor , petechat-guardrailed-ai-tutor , and vetting-dual-llm-safety-education : safety requires layered guardrails, evaluation, and human oversigh...

— rethinking the human-machine boundary in learning — is explored in ai-co-intelligence , humanlike-ai-collaborative-writing , and boundary-object (tag): the wiki treats AI not as a neutral tool but as a participant reshaping identity, agency, and knowledge practices ( educationa...

is both a learner skill and a system design lever: prompt-coach-agentic-tutor-prompt-engineering , cotal-formative-assessment-scoring-2026 , learning-to-prompt-adaptive-tutoring , and prompt-based-programming-lesson show prompts determine LLM output quality — making prompt litera...

— teaching students to write effective prompts — is examined in prompt-engineering-education pages and learning-to-prompt-adaptive-tutoring : prompt skill transfers to problem decomposition and communicates intent, becoming a legitimate learning objective ( ai-literacy , computat...

— models aligned with measurement theory — is the standard advanced in llm-psychometric-calibration-cdp , llm-item-difficulty-prediction , confidence-aware-ai-assessment , and item-response-theory : calibrated, uncertainty-aware AI assessment preserves validity and trust ( educat...

(retrieval-augmented generation) grounds LLM answers in vetted sources: eduguard-safe-rag-llm-tutor , retrieval-augmented-tutoring-algorithm-kite , structrag-diagram-reasoning-ai-tutoring , and knowledge-graph show retrieval grounding reduces hallucination and improves domain acc...

Randomized controlled trials are the wiki's gold-standard evidence: genai-policy-prompting-rct , genai-can-harm-teaching-rct-2026 , access-not-enough-ai-tutoring-2026 , and lets-chat-chatbot-outreach-2026 are pre-registered RCTs demonstrating that AI's educational effects are rea...

trains AI tutors and agents through reward signals: special-r1-rl-special-education , singh-eduqwen-pedagogical-rl-2026 , pedagogical-safety-rl , and ai-coaching-rl-skill-development align RL with pedagogical objectives, including safety and skill transfer ( intelligent-tutoring...

Retrieval-augmented generation grounds educational AI in curated content: retrieval-augmented-tutoring-algorithm-kite , eduguard-safe-rag-llm-tutor , and structrag-diagram-reasoning-ai-tutoring demonstrate accuracy gains and hallucination reduction in domain-specific tutoring ( r...

Simulation-based learning with AI creates practice environments: ai-psychotherapy-training-avatars , adaptive-virtual-patient-psychotherapy-training , astra-atco-training-simulator , and history-aware-student-simulation let learners rehearse high-stakes skills safely ( profession...

— dialogue that elicits rather than supplies — is evaluated in codify-socratic-programming-tutor , socratic-tests-conversational-assessment , hashmi-socratic-physics-chatbot-2025 , and socraticode-k12-programming-tutor : questioning-based tutors support reasoning but risk being b...

as an AI tutoring strategy is studied in socratic-method , codify-socratic-tutoring-programming , socratic-ai-dialogue , and correct-answer-trap-ai-tutor : guiding questions promote reasoning, but poorly timed or easily bypassed questioning fails ( scaffolding , formative-assessm...

support with AI appears in supplynet-visual-exploratory-learning , mllm-scientific-visualization-literacy , tactile-statistical-graphs-accessibility , and mixed-reality-engineering-learning : visual and embodied representations help learners build spatial understanding ( multimod...

Teacher-AI collaboration is studied in ai-team-teaching-talk-analytics , teacher-ai-competency , ai-pedagogical-accompaniment-amico , and genai-can-harm-teaching-rct-2026 : AI tools reshape teacher workflows, and their effects on students depend on teacher skill and training ( fa...

for AI is the leverage point across teacher-ai-competency , ai-tpack-preservice-math-teachers , every-learner-faculty-development-genai-playbook-2025 , and quest-ai-inquiry-preservice-teachers : competency frameworks and structured training — not tool access — determine classroom...

in learning analytics and instruction is studied in visual-query-tracer-declarative-logic-learning , learning-analytics-dashboards , code-anchor-multi-view-visualization , and data-comics-for-education-evaluating-effectiveness-benefits-ethics : effective visuals make hidden proce...

— the learning range between solo and assisted performance — is the wiki's scaffolding lens: socratic-tests-conversational-assessment , psyscore-essay-scoring-zpd-feedback , rethinking-scaffolding-llm-tutors , and concept-catalyst-engineering-scaffolds ask whether AI tutors calib...