{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school","slug":"practical-ai-for-teachers-and-students-wharton-school","name":"Practical AI for Teachers and Students - Wharton School","type":"product","url":"https://www.youtube.com/playlist?list=PLwRdpYzPkkn302_rL5RrXvQE8j0jLP02j","page_url":"https://unfragile.ai/practical-ai-for-teachers-and-students-wharton-school","categories":["productivity"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"inactive","verified":false},"capabilities":[{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school__cap_0","uri":"capability://text.generation.language.structured.ai.literacy.curriculum.delivery.via.video.lectures","name":"structured ai literacy curriculum delivery via video lectures","description":"Delivers a sequenced playlist of video lectures designed to teach AI fundamentals, practical applications, and use cases to educators and students. The curriculum is structured as a YouTube playlist with progressive complexity, allowing learners to consume content asynchronously at their own pace. Each video builds conceptual understanding through explanation, examples, and real-world applications relevant to educational contexts.","intents":["Learn foundational AI concepts without requiring prior technical background","Understand how to integrate AI tools into teaching and learning workflows","Discover practical use cases for AI in educational settings","Build confidence in using AI as an educator or student"],"best_for":["K-12 and higher education teachers seeking AI literacy","Students exploring AI applications in academic contexts","Non-technical educators wanting to understand AI capabilities and limitations","Institutional leaders planning AI adoption in education"],"limitations":["Video-only format limits hands-on practice — learners cannot directly execute code or interact with AI tools within the curriculum","No built-in assessment or certification mechanism to validate learning outcomes","Asynchronous delivery means no real-time instructor feedback or Q&A support","Content is static — updates to AI capabilities and best practices require manual video re-recording and republishing"],"requires":["YouTube account or internet access to view playlist","Device capable of streaming video (desktop, tablet, or smartphone)","No prior AI or technical knowledge required"],"input_types":["none — curriculum is instructor-delivered"],"output_types":["conceptual understanding","practical knowledge of AI applications","awareness of AI limitations and ethical considerations"],"categories":["text-generation-language","educational-content"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school__cap_1","uri":"capability://text.generation.language.asynchronous.cohort.based.learning.via.playlist.structure","name":"asynchronous cohort-based learning via playlist structure","description":"Organizes educational content as a YouTube playlist that enables self-paced, non-linear learning paths. Learners can skip, rewatch, or jump between videos based on their interests and prior knowledge. The playlist structure provides implicit sequencing while maintaining flexibility for different learning speeds and prerequisite knowledge levels.","intents":["Access AI education on my own schedule without attending live sessions","Review specific topics multiple times without time constraints","Skip prerequisite content if I already understand foundational concepts","Share curriculum with colleagues or students who can learn independently"],"best_for":["Busy educators with unpredictable schedules","Distributed teams or institutions without synchronous meeting infrastructure","Learners in different time zones","Self-directed learners who prefer to control pacing"],"limitations":["No built-in progress tracking or completion verification across the playlist","Lack of social learning features — no peer discussion, forums, or collaborative activities within the platform","No adaptive sequencing — the playlist order is fixed and does not adjust based on learner performance or knowledge gaps","YouTube platform dependency means curriculum is subject to platform policies, availability, and potential content removal"],"requires":["YouTube account or public internet access","Video streaming capability","No synchronous meeting software or learning management system integration"],"input_types":["none — learner consumes pre-recorded content"],"output_types":["viewed videos","conceptual knowledge","self-directed learning notes (external to platform)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school__cap_2","uri":"capability://text.generation.language.conceptual.ai.education.for.non.technical.audiences","name":"conceptual ai education for non-technical audiences","description":"Delivers AI education using plain language, analogies, and real-world examples rather than mathematical formulas, code, or technical jargon. Content is designed to build mental models of how AI systems work, their capabilities, limitations, and ethical implications without requiring programming knowledge or advanced mathematics. The curriculum emphasizes practical understanding over theoretical depth.","intents":["Understand what AI can and cannot do without learning to code","Learn about AI ethics, bias, and responsible use in educational contexts","Evaluate AI tools for classroom use based on capabilities and limitations","Communicate with technical teams about AI requirements and constraints"],"best_for":["Non-technical educators and administrators","Students without computer science background","Decision-makers evaluating AI adoption in institutions","Teachers designing AI-integrated curricula"],"limitations":["Cannot teach hands-on AI development or model training — learners will not be able to build AI systems after completing the curriculum","Conceptual approach may oversimplify complex topics, potentially leading to misconceptions about AI capabilities or limitations","No interactive exercises or labs to reinforce learning through practice","Lacks depth for learners who want to understand mathematical foundations or implementation details"],"requires":["No prior technical knowledge","Basic literacy and comprehension skills","Ability to engage with video content"],"input_types":["none — curriculum is instructor-delivered"],"output_types":["conceptual understanding of AI","awareness of AI applications and limitations","knowledge of ethical considerations"],"categories":["text-generation-language","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school__cap_3","uri":"capability://text.generation.language.education.specific.ai.use.case.exploration","name":"education-specific ai use case exploration","description":"Provides curated examples and case studies of how AI can be applied in teaching, learning, assessment, and administrative contexts. Content explores both opportunities (e.g., personalized learning, automated grading) and risks (e.g., student privacy, algorithmic bias in assessment). The curriculum connects abstract AI concepts to concrete educational scenarios that teachers and students recognize.","intents":["Discover how AI can improve my teaching or learning experience","Understand risks and ethical considerations specific to educational AI","Evaluate whether AI tools are appropriate for my classroom or institution","Plan AI integration strategies aligned with pedagogical goals"],"best_for":["Educators designing AI-integrated lesson plans","School administrators evaluating AI tools for institutional adoption","Students exploring AI applications in their field of study","Curriculum designers integrating AI literacy into existing programs"],"limitations":["Case studies are illustrative rather than comprehensive — not all educational contexts or use cases are covered","No hands-on tool evaluation or comparison framework — learners cannot directly test AI tools mentioned in the curriculum","Content may become outdated as new AI tools and capabilities emerge rapidly","Does not provide implementation guidance or technical support for deploying AI tools in specific institutional contexts"],"requires":["Basic understanding of educational contexts (K-12 or higher ed)","No prior AI knowledge required"],"input_types":["none — curriculum is instructor-delivered"],"output_types":["awareness of AI applications in education","understanding of educational AI risks and benefits","ideas for AI integration in teaching and learning"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-practical-ai-for-teachers-and-students-wharton-school__cap_4","uri":"capability://planning.reasoning.institutional.ai.adoption.guidance.through.curriculum","name":"institutional ai adoption guidance through curriculum","description":"Provides a structured educational pathway that helps institutions understand AI capabilities, evaluate tools, and plan adoption strategies. The curriculum covers organizational readiness, change management, ethical considerations, and practical implementation steps. Content is designed to support decision-making at multiple levels (teachers, administrators, IT staff) within educational institutions.","intents":["Understand what organizational changes are needed to adopt AI responsibly","Build institutional consensus around AI adoption goals and constraints","Identify risks and mitigation strategies for AI implementation","Plan a phased AI adoption strategy aligned with institutional values"],"best_for":["School and university administrators planning AI adoption","IT leaders evaluating AI infrastructure and tool selection","Curriculum committees integrating AI literacy into programs","Institutional leaders seeking to build AI governance frameworks"],"limitations":["Curriculum is generic to education sector — does not provide institution-specific guidance or customization","No direct integration with institutional planning tools or governance frameworks","Does not include technical implementation details or vendor evaluation frameworks","Lacks ongoing support or consultation for institutions implementing recommendations"],"requires":["Institutional context (K-12 school, university, etc.)","Stakeholder engagement across multiple roles (teachers, administrators, IT)","No prior AI knowledge required"],"input_types":["none — curriculum is instructor-delivered"],"output_types":["institutional AI adoption strategy","awareness of governance and ethical considerations","implementation roadmap and risk mitigation plans"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":18,"verified":false,"data_access_risk":"low","permissions":["YouTube account or internet access to view playlist","Device capable of streaming video (desktop, tablet, or smartphone)","No prior AI or technical knowledge required","YouTube account or public internet access","Video streaming capability","No synchronous meeting software or learning management system integration","No prior technical knowledge","Basic literacy and comprehension skills","Ability to engage with video content","Basic understanding of educational contexts (K-12 or higher ed)"],"failure_modes":["Video-only format limits hands-on practice — learners cannot directly execute code or interact with AI tools within the curriculum","No built-in assessment or certification mechanism to validate learning outcomes","Asynchronous delivery means no real-time instructor feedback or Q&A support","Content is static — updates to AI capabilities and best practices require manual video re-recording and republishing","No built-in progress tracking or completion verification across the playlist","Lack of social learning features — no peer discussion, forums, or collaborative activities within the platform","No adaptive sequencing — the playlist order is fixed and does not adjust based on learner performance or knowledge gaps","YouTube platform dependency means curriculum is subject to platform policies, availability, and potential content removal","Cannot teach hands-on AI development or model training — learners will not be able to build AI systems after completing the curriculum","Conceptual approach may oversimplify complex topics, potentially leading to misconceptions about AI capabilities or limitations","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.1,"ecosystem":0.25,"match_graph":0.25,"freshness":0.5,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"inactive","updated_at":"2026-06-17T09:51:04.047Z","last_scraped_at":"2026-05-03T14:00:30.220Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=practical-ai-for-teachers-and-students-wharton-school","compare_url":"https://unfragile.ai/compare?artifact=practical-ai-for-teachers-and-students-wharton-school"}},"signature":"Dw3jYjaq82whhJfC5jen3F5+f4qJeNv5UBezz0PtiX5VHaUvc98QzLcA9OfSaGmGjFofqRWscWYog4nxBxqsAw==","signedAt":"2026-06-21T01:53:28.983Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/practical-ai-for-teachers-and-students-wharton-school","artifact":"https://unfragile.ai/practical-ai-for-teachers-and-students-wharton-school","verify":"https://unfragile.ai/api/v1/verify?slug=practical-ai-for-teachers-and-students-wharton-school","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}