CONCEPT_MAP_JSON = """ { "central_node": "Artificial Intelligence (AI)", "nodes": [ { "id": "ml_fundamental", "label": "Machine Learning", "relationship": "is essential for", "subnodes": [ { "id": "dl_branch", "label": "Deep Learning", "relationship": "for example", "subnodes": [ { "id": "cnn_example", "label": "CNNs", "relationship": "for example" }, { "id": "rnn_example", "label": "RNNs", "relationship": "for example" } ] }, { "id": "rl_branch", "label": "Reinforcement Learning", "relationship": "for example", "subnodes": [ { "id": "qlearning_example", "label": "Q-Learning", "relationship": "example" }, { "id": "pg_example", "label": "Policy Gradients", "relationship": "example" } ] } ] }, { "id": "ai_types", "label": "Types", "relationship": "formed by", "subnodes": [ { "id": "agi_type", "label": "AGI", "relationship": "this is", "subnodes": [ { "id": "strong_ai", "label": "Strong AI", "relationship": "provoked by", "subnodes": [ { "id": "human_intel", "label": "Human-level Intel.", "relationship": "of" } ] } ] }, { "id": "ani_type", "label": "ANI", "relationship": "this is", "subnodes": [ { "id": "weak_ai", "label": "Weak AI", "relationship": "provoked by", "subnodes": [ { "id": "narrow_tasks", "label": "Narrow Tasks", "relationship": "of" } ] } ] } ] }, { "id": "ai_capabilities", "label": "Capabilities", "relationship": "change", "subnodes": [ { "id": "data_proc", "label": "Data Processing", "relationship": "can", "subnodes": [ { "id": "big_data", "label": "Big Data", "relationship": "as", "subnodes": [ { "id": "analysis_example", "label": "Data Analysis", "relationship": "example" }, { "id": "prediction_example", "label": "Prediction", "relationship": "example" } ] } ] }, { "id": "decision_making", "label": "Decision Making", "relationship": "can be", "subnodes": [ { "id": "automation", "label": "Automation", "relationship": "as", "subnodes": [ { "id": "robotics_example", "label": "Robotics", "relationship": "Example"}, { "id": "autonomous_example", "label": "Autonomous Vehicles", "relationship": "of one" } ] } ] }, { "id": "problem_solving", "label": "Problem Solving", "relationship": "can", "subnodes": [ { "id": "optimization", "label": "Optimization", "relationship": "as is", "subnodes": [ { "id": "algorithms_example", "label": "Algorithms", "relationship": "for example" } ] } ] } ] } ] } """ # JSON for Synoptic Chart (horizontal hierarchy) - AI related, 4 levels SYNOPTIC_CHART_JSON = """ { "central_node": "AI Project Lifecycle", "nodes": [ { "id": "phase1", "label": "I. Problem Definition & Data Acquisition", "relationship": "Starts with", "subnodes": [ { "id": "sub1_1", "label": "1. Problem Formulation", "relationship": "Involves", "subnodes": [ {"id": "sub1_1_1", "label": "1.1. Identify Business Need", "relationship": "e.g."}, {"id": "sub1_1_2", "label": "1.2. Define KPIs", "relationship": "e.g."} ] }, { "id": "sub1_2", "label": "2. Data Collection", "relationship": "Followed by", "subnodes": [ {"id": "sub1_2_1", "label": "2.1. Source Data", "relationship": "from"}, {"id": "sub1_2_2", "label": "2.2. Data Cleaning", "relationship": "includes"} ] } ] }, { "id": "phase2", "label": "II. Model Development", "relationship": "Proceeds to", "subnodes": [ { "id": "sub2_1", "label": "1. Feature Engineering", "relationship": "Comprises", "subnodes": [ {"id": "sub2_1_1", "label": "1.1. Feature Selection", "relationship": "e.g."}, {"id": "sub2_1_2", "label": "1.2. Feature Transformation", "relationship": "e.g."} ] }, { "id": "sub2_2", "label": "2. Model Training", "relationship": "Involves", "subnodes": [ {"id": "sub2_2_1", "label": "2.1. Algorithm Selection", "relationship": "uses"}, {"id": "sub2_2_2", "label": "2.2. Hyperparameter Tuning", "relationship": "optimizes"} ] } ] }, { "id": "phase3", "label": "III. Evaluation & Deployment", "relationship": "Culminates in", "subnodes": [ { "id": "sub3_1", "label": "1. Model Evaluation", "relationship": "Includes", "subnodes": [ {"id": "sub3_1_1", "label": "1.1. Performance Metrics", "relationship": "measures"}, {"id": "sub3_1_2", "label": "1.2. Bias & Fairness Audits", "relationship": "ensures"} ] }, { "id": "sub3_2", "label": "2. Deployment & Monitoring", "relationship": "Requires", "subnodes": [ {"id": "sub3_2_1", "label": "2.1. API/Integration Development", "relationship": "for"}, {"id": "sub3_2_2", "label": "2.2. Continuous Monitoring", "relationship": "ensures"} ] } ] } ] } """ # JSON for Radial Diagram (central expansion) - AI related, 3 levels with 5->10 structure RADIAL_DIAGRAM_JSON = """ { "central_node": "AI Core Concepts & Domains", "nodes": [ { "id": "foundational_ml", "label": "Foundational ML", "relationship": "builds on", "subnodes": [ {"id": "supervised_l", "label": "Supervised Learning", "relationship": "e.g."}, {"id": "unsupervised_l", "label": "Unsupervised Learning", "relationship": "e.g."} ] }, { "id": "dl_architectures", "label": "Deep Learning Arch.", "relationship": "evolved from", "subnodes": [ {"id": "cnns_rad", "label": "CNNs", "relationship": "e.g."}, {"id": "rnns_rad", "label": "RNNs", "relationship": "e.g."} ] }, { "id": "major_applications", "label": "Major AI Applications", "relationship": "applied in", "subnodes": [ {"id": "nlp_rad", "label": "Natural Language Processing", "relationship": "e.g."}, {"id": "cv_rad", "label": "Computer Vision", "relationship": "e.g."} ] }, { "id": "ethical_concerns", "label": "Ethical AI Concerns", "relationship": "addresses", "subnodes": [ {"id": "fairness_rad", "label": "Fairness & Bias", "relationship": "e.g."}, {"id": "explainability", "label": "Explainability (XAI)", "relationship": "e.g."} ] }, { "id": "future_trends", "label": "Future AI Trends", "relationship": "looking at", "subnodes": [ {"id": "agi_future", "label": "AGI Development", "relationship": "e.g."}, {"id": "quantum_ai", "label": "Quantum AI", "relationship": "e.g."} ] } ] } """ PROCESS_FLOW_JSON = """ { "start_node": "Start Order Process", "nodes": [ { "id": "customer_order", "label": "Customer Places Order", "type": "process" }, { "id": "check_stock", "label": "Check Stock Availability", "type": "decision" }, { "id": "stock_available", "label": "Stock Available?", "type": "decision" }, { "id": "process_payment", "label": "Process Payment", "type": "process" }, { "id": "order_confirmed", "label": "Order Confirmed", "type": "process" }, { "id": "notify_customer_oos", "label": "Notify Customer (Out of Stock)", "type": "process" }, { "id": "end_order_process", "label": "End Order Process", "type": "end" } ], "connections": [ {"from": "start_node", "to": "customer_order", "label": "Initiate"}, {"from": "customer_order", "to": "check_stock", "label": "Proceed"}, {"from": "check_stock", "to": "stock_available", "label": "Result"}, {"from": "stock_available", "to": "process_payment", "label": "Yes"}, {"from": "stock_available", "to": "notify_customer_oos", "label": "No"}, {"from": "process_payment", "to": "order_confirmed", "label": "Success"}, {"from": "order_confirmed", "to": "end_order_process", "label": "Complete"}, {"from": "notify_customer_oos", "to": "end_order_process", "label": "Finish"} ] } """ # New JSON for Work Breakdown Structure (WBS) Diagram - similar to image, but not identical WBS_DIAGRAM_JSON = """ { "project_title": "Website Redesign Project", "phases": [ { "id": "phase_1_initiation", "label": "1. Project Initiation", "tasks": [ {"id": "task_1_1_define", "label": "1.1. Define Goals & Scope"}, {"id": "task_1_2_team", "label": "1.2. Assemble Team"}, {"id": "task_1_3_budget", "label": "1.3. Establish Budget"} ] }, { "id": "phase_2_planning", "label": "2. Planning Phase", "tasks": [ {"id": "task_2_1_req", "label": "2.1. Gather Requirements"}, {"id": "task_2_2_design", "label": "2.2. Design UI/UX"}, {"id": "task_2_3_tech_stack", "label": "2.3. Select Tech Stack"}, {"id": "task_2_4_sitemap", "label": "2.4. Create Sitemap"}, {"id": "task_2_5_content_plan", "label": "2.5. Plan Content Strategy"} ] }, { "id": "phase_3_execution", "label": "3. Execution Phase", "tasks": [ {"id": "task_3_1_frontend", "label": "3.1. Develop Frontend"}, {"id": "task_3_2_backend", "label": "3.2. Develop Backend"}, {"id": "task_3_3_db", "label": "3.3. Database Integration"}, {"id": "task_3_4_content_creation", "label": "3.4. Content Creation"}, {"id": "task_3_5_testing", "label": "3.5. Internal Testing"} ] }, { "id": "phase_4_deployment", "label": "4. Deployment & Launch", "tasks": [ {"id": "task_4_1_pre_launch", "label": "4.1. Pre-Launch Checks"}, {"id": "task_4_2_go_live", "label": "4.1. Go Live"}, {"id": "task_4_3_monitoring", "label": "4.3. Post-Launch Monitoring"} ] } ] } """