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 Inference Request", "nodes": [ { "id": "user_input", "label": "Receive User Input (Data)", "type": "io" }, { "id": "preprocess_data", "label": "Preprocess Data", "type": "process" }, { "id": "validate_data", "label": "Validate Data Format/Type", "type": "decision" }, { "id": "data_valid_yes", "label": "Data Valid?", "type": "decision" }, { "id": "load_model", "label": "Load AI Model (if not cached)", "type": "process" }, { "id": "run_inference", "label": "Run AI Model Inference", "type": "process" }, { "id": "postprocess_output", "label": "Postprocess Model Output", "type": "process" }, { "id": "send_response", "label": "Send Response to User", "type": "io" }, { "id": "log_error", "label": "Log Error & Notify User", "type": "process" }, { "id": "end_inference_process", "label": "End Inference Process", "type": "end" } ], "connections": [ {"from": "start_node", "to": "user_input", "label": "Request"}, {"from": "user_input", "to": "preprocess_data", "label": "Data Received"}, {"from": "preprocess_data", "to": "validate_data", "label": "Cleaned"}, {"from": "validate_data", "to": "data_valid_yes", "label": "Check"}, {"from": "data_valid_yes", "to": "load_model", "label": "Yes"}, {"from": "data_valid_yes", "to": "log_error", "label": "No"}, {"from": "load_model", "to": "run_inference", "label": "Model Ready"}, {"from": "run_inference", "to": "postprocess_output", "label": "Output Generated"}, {"from": "postprocess_output", "to": "send_response", "label": "Ready"}, {"from": "send_response", "to": "end_inference_process", "label": "Response Sent"}, {"from": "log_error", "to": "end_inference_process", "label": "Error Handled"} ] } """ # New JSON for Work Breakdown Structure (WBS) Diagram - similar to image, but not identical WBS_DIAGRAM_JSON = """ { "project_title": "AI Development Project", "root": { "id": "level_1", "label": "", "children": [ { "id": "level_2_prep", "label": "Preparation", "children": [ { "id": "level_3_vision", "label": "Identify Vision", "children": [ { "id": "level_4_analysis", "label": "Stakeholder Analysis", "children": [ { "id": "level_5_requirements", "label": "Requirements Gathering", "children": [ { "id": "level_6_validation", "label": "Validation Process", "children": [ { "id": "level_7_final", "label": "Final Documentation" } ] } ] } ] } ] }, { "id": "level_3_design", "label": "Design and Staffing", "children": [ { "id": "level_4_architecture", "label": "AI Architecture", "children": [ { "id": "level_5_model_selection", "label": "Model Selection", "children": [ { "id": "level_6_benchmarking", "label": "Performance Benchmarking", "children": [ { "id": "level_7_optimization", "label": "Model Optimization" } ] } ] } ] } ] }, { "id": "level_3_other_prep", "label": "", "children": [ { "id": "level_4_data_prep", "label": "Data Preparation", "children": [ { "id": "level_5_data_collection", "label": "Data Collection", "children": [ { "id": "level_6_data_cleaning", "label": "Data Cleaning", "children": [ { "id": "level_7_data_validation", "label": "Data Validation" } ] } ] } ] } ] } ] }, { "id": "level_2_planning", "label": "Planning", "children": [ { "id": "level_3_cost", "label": "Cost Analysis", "children": [ { "id": "level_4_budget", "label": "Budget Planning", "children": [ { "id": "level_5_resource_alloc", "label": "Resource Allocation", "children": [ { "id": "level_6_cost_tracking", "label": "Cost Tracking", "children": [ { "id": "level_7_budget_review", "label": "Budget Review" } ] } ] } ] } ] }, { "id": "level_3_benefit", "label": "Benefit Analysis", "children": [ { "id": "level_4_roi", "label": "ROI Calculation", "children": [ { "id": "level_5_metrics", "label": "Success Metrics", "children": [ { "id": "level_6_kpi", "label": "KPI Definition", "children": [ { "id": "level_7_measurement", "label": "Measurement Plan" } ] } ] } ] } ] }, { "id": "level_3_risk", "label": "Risk Assessment", "children": [ { "id": "level_4_risk_id", "label": "Risk Identification", "children": [ { "id": "level_5_mitigation", "label": "Mitigation Strategies", "children": [ { "id": "level_6_contingency", "label": "Contingency Planning", "children": [ { "id": "level_7_risk_monitoring", "label": "Risk Monitoring" } ] } ] } ] } ] } ] }, { "id": "level_2_development", "label": "Development", "children": [ { "id": "level_3_change", "label": "Change Management", "children": [ { "id": "level_4_process", "label": "Process Definition", "children": [ { "id": "level_5_workflow", "label": "Workflow Design", "children": [ { "id": "level_6_automation", "label": "Process Automation", "children": [ { "id": "level_7_monitoring", "label": "Process Monitoring" } ] } ] } ] } ] }, { "id": "level_3_implementation", "label": "Implementation", "children": [ { "id": "level_4_deployment", "label": "Model Deployment", "children": [ { "id": "level_5_integration", "label": "System Integration", "children": [ { "id": "level_6_api", "label": "API Development", "children": [ { "id": "level_7_documentation", "label": "API Documentation" } ] } ] } ] } ] }, { "id": "level_3_testing", "label": "Beta Testing", "children": [ { "id": "level_4_validation", "label": "Model Validation", "children": [ { "id": "level_5_performance", "label": "Performance Testing", "children": [ { "id": "level_6_user_testing", "label": "User Acceptance Testing", "children": [ { "id": "level_7_release", "label": "Release Preparation" } ] } ] } ] } ] } ] } ] } } """