{ "ok": true, "version": "cadence-z-2026", "description": "purposed.in master knowledge taxonomy — Cadence Z", "knowledge_types": { "Academic": { "label": "Academic", "description": "Scholarly, research-based, evidence-grounded, disciplinary knowledge", "synonyms": [ "Scholarly", "Research-based", "Scientific", "Educational", "Evidence-based" ], "node_types": [ "word_study", "timeline" ], "color": "#4338ca", "icon": "🎓" }, "Theoretical": { "label": "Theoretical", "description": "Principles, concepts, models, frameworks, paradigms, abstract systems", "synonyms": [ "Conceptual", "Foundational", "Paradigmatic", "Philosophical" ], "node_types": [ "concept", "debate" ], "color": "#7e22ce", "icon": "💡" }, "Practical": { "label": "Practical", "description": "How-to, skills, workflows, procedures, techniques, best practices", "synonyms": [ "How-to", "Procedural", "Operational", "Tactical", "Skill-based" ], "node_types": [ "guide", "tool" ], "color": "#15803d", "icon": "🛠️" }, "Applied": { "label": "Applied", "description": "Implementation, real-world usage, industry applications, professional practice", "synonyms": [ "Implementation", "Industry", "Professional", "Solutions", "Field" ], "node_types": [ "case_study" ], "color": "#b45309", "icon": "⚙️" }, "Experiential": { "label": "Experiential", "description": "Lessons learned, practitioner insights, observations, community wisdom", "synonyms": [ "Lived experience", "Practitioner", "Observational", "Community" ], "node_types": [ "exploration" ], "color": "#0369a1", "icon": "🌍" }, "Strategic": { "label": "Strategic", "description": "Planning, decision-making, governance, leadership, long-term thinking", "synonyms": [ "Planning", "Decision-making", "Leadership", "Governance" ], "node_types": [ "guide", "case_study" ], "color": "#9f1239", "icon": "♟️" }, "Creative": { "label": "Creative", "description": "Design, innovation, ideation, artistic practice, content creation", "synonyms": [ "Design", "Innovative", "Generative", "Artistic", "Imaginative" ], "node_types": [ "generator", "exploration" ], "color": "#c2410c", "icon": "🎨" }, "Analytical": { "label": "Analytical", "description": "Evaluation, assessment, diagnostics, investigation, comparative analysis", "synonyms": [ "Evaluative", "Diagnostic", "Investigative", "Comparative" ], "node_types": [ "debate", "data_explorer" ], "color": "#0f766e", "icon": "📊" } }, "subject_domains": { "Natural Sciences": [ "Physics", "Chemistry", "Biology", "Astronomy", "Geology", "Oceanography", "Meteorology", "Environmental Science", "Ecology", "Earth Science", "Planetary Science", "Atmospheric Science" ], "Mathematics": [ "Mathematics", "Arithmetic", "Algebra", "Geometry", "Trigonometry", "Calculus", "Statistics", "Probability", "Number Theory", "Topology", "Logic", "Discrete Mathematics", "Applied Mathematics", "Mathematical Modeling" ], "Computer Science": [ "Computer Science", "Programming", "Algorithms", "Data Structures", "Software Engineering", "Artificial Intelligence", "Machine Learning", "Deep Learning", "Data Science", "Cybersecurity", "Cloud Computing", "Distributed Systems", "Databases", "Human-Computer Interaction", "Computer Graphics", "Computer Vision", "Natural Language Processing", "Robotics", "Quantum Computing" ], "Engineering": [ "Mechanical Engineering", "Electrical Engineering", "Civil Engineering", "Chemical Engineering", "Aerospace Engineering", "Industrial Engineering", "Systems Engineering", "Materials Engineering", "Biomedical Engineering", "Environmental Engineering", "Robotics Engineering" ], "Medical & Health Sciences": [ "Medicine", "Public Health", "Nursing", "Pharmacology", "Nutrition", "Dentistry", "Mental Health", "Neuroscience", "Epidemiology", "Rehabilitation", "Sports Medicine", "Healthcare Management", "Health Sciences" ], "Psychology": [ "Psychology", "Cognitive Psychology", "Behavioral Psychology", "Developmental Psychology", "Clinical Psychology", "Social Psychology", "Neuropsychology" ], "Sociology": [ "Sociology", "Social Systems", "Communities", "Institutions", "Demographics", "Culture", "Social Change" ], "Economics": [ "Economics", "Microeconomics", "Macroeconomics", "Behavioral Economics", "International Economics", "Development Economics", "Financial Economics" ], "Political Science": [ "Political Science", "Government", "Public Policy", "Political Theory", "International Relations", "Geopolitics", "Public Administration" ], "Anthropology": [ "Anthropology", "Cultural Anthropology", "Archaeology", "Linguistic Anthropology", "Human Evolution" ], "Human Geography": [ "Human Geography", "Urban Studies", "Population Geography", "Economic Geography", "Regional Studies" ], "Philosophy": [ "Philosophy", "Metaphysics", "Epistemology", "Ethics", "Logic", "Aesthetics", "Philosophy of Science", "Political Philosophy" ], "History": [ "History", "Ancient History", "Medieval History", "Modern History", "Military History", "Economic History", "Cultural History" ], "Literature": [ "Literature", "Literary Theory", "Comparative Literature", "Poetry", "Fiction", "Storytelling" ], "Language & Linguistics": [ "Language", "Linguistics", "Semantics", "Syntax", "Translation", "Language Learning" ], "Religious Studies": [ "Religious Studies", "Comparative Religion", "Theology", "Mythology", "Spiritual Traditions" ], "Business": [ "Business", "Management", "Entrepreneurship", "Leadership", "Strategy", "Operations", "Innovation" ], "Finance": [ "Finance", "Investing", "Corporate Finance", "Accounting", "Banking", "Risk Management", "Wealth Management" ], "Marketing": [ "Marketing", "Branding", "Advertising", "SEO", "Content Marketing", "Digital Marketing", "Consumer Psychology" ], "Sales": [ "Sales", "Negotiation", "Prospecting", "Relationship Management", "Revenue Operations" ], "Human Resources": [ "Human Resources", "Recruiting", "Organizational Development", "Learning & Development", "Workforce Planning" ], "Project Management": [ "Project Management", "Agile", "Scrum", "Lean", "PMO", "Change Management" ], "Technology & Digital": [ "Technology", "Automation", "No-Code", "Low-Code", "SaaS", "Product Management", "UX Design", "UI Design", "Web Development", "Mobile Development", "Blockchain", "Cryptocurrency", "DevOps", "Platform Engineering" ], "Arts & Creative": [ "Arts", "Graphic Design", "Industrial Design", "Interior Design", "Fashion Design", "Photography", "Filmmaking", "Animation", "Music Production", "Writing", "Illustration", "Game Design", "Architecture" ], "Education": [ "Education", "Pedagogy", "Curriculum", "Assessment", "Learning Design", "Educational Technology" ], "Sports Science": [ "Sports Science", "Exercise Physiology", "Sports Psychology", "Sports Medicine", "Performance Analysis", "Coaching Science" ], "Media Studies": [ "Media Studies", "Journalism", "Broadcasting", "Digital Media", "Film Studies", "Communication Studies" ], "Environmental Science": [ "Environmental Science", "Ecology", "Climate Science", "Conservation", "Sustainability", "Environmental Policy" ], "Life Skills": [ "Life Skills", "Communication", "Critical Thinking", "Decision Making", "Problem Solving", "Learning Strategies", "Productivity", "Time Management", "Emotional Intelligence", "Conflict Resolution", "Public Speaking" ], "Trades & Applied Skills": [ "Carpentry", "Plumbing", "Electrical Work", "Welding", "HVAC", "Automotive Repair", "Construction", "Manufacturing", "Machining" ], "Research Skills": [ "Research Skills", "Research Methods", "Academic Writing", "Literature Review", "Data Analysis", "Citation", "Qualitative Research", "Quantitative Research", "Mixed Methods" ], "Emerging & Cross-Disciplinary": [ "Systems Thinking", "Complexity Science", "Network Science", "Futures Studies", "Sustainability", "Bioinformatics", "Computational Social Science", "Digital Humanities", "Cognitive Science", "Behavioral Science", "Data Ethics", "AI Governance", "Human-Centered Design", "Knowledge Management" ] }, "node_type_map": { "concept": { "knowledge_type": "Theoretical", "facets": [ "Concept", "Theory", "Principle", "Framework" ] }, "word_study": { "knowledge_type": "Academic", "facets": [ "Vocabulary", "Definition", "Etymology" ] }, "guide": { "knowledge_type": "Practical", "facets": [ "Guide", "Tutorial", "Workflow", "Best Practice" ] }, "case_study": { "knowledge_type": "Applied", "facets": [ "Case Study", "Example", "Industry", "Profession" ] }, "debate": { "knowledge_type": "Analytical", "facets": [ "Debate", "Comparative Analysis", "Assessment" ] }, "timeline": { "knowledge_type": "Academic", "facets": [ "Timeline", "History", "Chronology" ] }, "data_explorer": { "knowledge_type": "Analytical", "facets": [ "Dataset", "Calculator", "Assessment", "Tool" ] }, "tool": { "knowledge_type": "Practical", "facets": [ "Tool", "Software", "Resource", "Technique" ] }, "generator": { "knowledge_type": "Creative", "facets": [ "Generator", "Template", "Ideation", "Innovation" ] }, "exploration": { "knowledge_type": "Experiential", "facets": [ "Exploration", "Discovery", "Community", "Trend" ] } }, "facet_vocabulary": { "Content types": [ "Subject", "Topic", "Concept", "Skill", "Tool", "Framework", "Method", "Technique", "Theory", "Model", "Principle", "Formula", "Workflow", "Process", "Strategy", "Tactic", "Template", "Checklist" ], "Resources": [ "Case Study", "Example", "Research Paper", "Guide", "Tutorial", "Generator", "Calculator", "Assessment", "Course", "Resource", "Dataset", "Community", "Software" ], "Career & industry": [ "Industry", "Profession", "Career Path", "Certification", "Trend", "Innovation" ] }, "subject_adjacency": { "Physics": [ "Mathematics", "Astronomy", "Engineering", "Environmental Science" ], "Chemistry": [ "Biology", "Environmental Science", "Pharmacology", "Materials Engineering" ], "Biology": [ "Chemistry", "Ecology", "Neuroscience", "Environmental Science", "Medicine" ], "Mathematics": [ "Statistics", "Computer Science", "Physics", "Economics", "Algorithms" ], "Statistics": [ "Mathematics", "Data Science", "Research Skills", "Economics", "Psychology" ], "Computer Science": [ "Mathematics", "Artificial Intelligence", "Data Science", "Cybersecurity", "Software Engineering" ], "Artificial Intelligence": [ "Machine Learning", "Data Science", "Computer Science", "Philosophy", "Cognitive Science" ], "Machine Learning": [ "Artificial Intelligence", "Data Science", "Statistics", "Computer Science" ], "Data Science": [ "Statistics", "Machine Learning", "Computer Science", "Research Skills" ], "Economics": [ "Mathematics", "Finance", "Political Science", "Sociology", "Behavioral Economics" ], "Finance": [ "Economics", "Mathematics", "Business", "Accounting", "Risk Management" ], "Business": [ "Management", "Marketing", "Finance", "Leadership", "Strategy" ], "Marketing": [ "Business", "Consumer Psychology", "Digital Marketing", "Branding" ], "Psychology": [ "Neuroscience", "Sociology", "Behavioral Economics", "Education", "Mental Health" ], "Sociology": [ "Psychology", "Anthropology", "Political Science", "Human Geography" ], "Philosophy": [ "Ethics", "Logic", "Political Theory", "Epistemology", "History" ], "History": [ "Political Science", "Sociology", "Anthropology", "Philosophy" ], "Language": [ "Linguistics", "Literature", "Communication", "Education" ], "Research Skills": [ "Statistics", "Data Science", "Academic Writing", "Philosophy" ], "Education": [ "Psychology", "Research Skills", "Communication", "Learning & Development" ], "Life Skills": [ "Psychology", "Communication", "Leadership", "Education" ], "Environmental Science": [ "Biology", "Chemistry", "Ecology", "Sustainability", "Climate Science" ], "Neuroscience": [ "Biology", "Psychology", "Medicine", "Cognitive Science" ], "Arts": [ "Creative", "Design", "Literature", "Philosophy" ], "Sports Science": [ "Exercise Physiology", "Sports Psychology", "Nutrition", "Medicine" ], "Media Studies": [ "Communication", "Digital Media", "Sociology", "Language" ], "Political Science": [ "Sociology", "Economics", "Philosophy", "History", "Law" ], "Human Resources": [ "Organizational Development", "Psychology", "Business", "Learning & Development" ], "Project Management": [ "Business", "Leadership", "Agile", "Systems Thinking" ], "Systems Thinking": [ "Complexity Science", "Engineering", "Project Management", "Sustainability" ] }, "ai_taxonomy_prompt": "You are a content generator for purposed.in, an academic and professional knowledge platform.\n\nTAXONOMY AWARENESS:\nEvery piece of content you generate must be classifiable within this knowledge framework:\n\nKnowledge Types: Academic | Theoretical | Practical | Applied | Experiential | Strategic | Creative | Analytical\n\nSubject Domains (select the most specific applicable):\nNatural Sciences, Mathematics, Computer Science, Engineering, Medical & Health Sciences,\nPsychology, Sociology, Economics, Political Science, Anthropology, Philosophy, History,\nLiterature, Language & Linguistics, Business, Finance, Marketing, Sales, Human Resources,\nProject Management, Technology & Digital, Arts & Creative, Education, Sports Science,\nMedia Studies, Environmental Science, Life Skills, Trades & Applied Skills, Research Skills,\nEmerging & Cross-Disciplinary.\n\nStudy Levels: school | undergraduate | postgraduate | professional\n\nFacet Tags (tag each output with 2-5 from): Concept, Theory, Principle, Framework, Model,\nMethod, Technique, Workflow, Strategy, Tactic, Tool, Template, Guide, Tutorial, Case Study,\nExample, Generator, Assessment, Skill, Trend, Innovation.\n\nCONTENT FORMAT RULES:\n- school: Plain English, relatable examples, no jargon. 60-100 words.\n- undergraduate: Academic register, key theorists\/concepts named. 100-150 words.\n- postgraduate: Nuanced, paradigm-aware, cites methodological tensions. 150-200 words.\n- professional: Actionable, business\/practice context, real-world application. 150-200 words.\n\nWhen generating structured output, always include:\n{ \"knowledge_type\": \"...\", \"subject_area\": \"...\", \"study_level\": \"...\", \"facet_tags\": [...] }", "stats": { "knowledge_type_count": 8, "subject_cluster_count": 32, "total_subject_count": 270, "node_type_count": 10 } }