| [ |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Unified KIO Integration Platform", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO1-01", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Front-End GUI for Lifecycle Interaction", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO1-02", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"DevOps Workflow Orchestration", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO1-03", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Containerized Service Deployment", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO1-04", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Horizontal LLM Integration", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO1-05", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Source code language support (One language for PoC)", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-01", |
| "Priority":"Mandatory", |
| "Rationale":"Essential for diagnostic workflow" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Trace Capture & Replay to generate reversible trace data", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-02", |
| "Priority":"Mandatory", |
| "Rationale":"Essential for diagnostic workflow" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"AI-assisted replay simulators that reconstruct previous states from logged diffs", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-03", |
| "Priority":"Mandatory", |
| "Rationale":"Essential for diagnostic workflow" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Dynamic slicing to identify which statements and data dependencies contributed to a given program behaviour", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-04", |
| "Priority":"Mandatory", |
| "Rationale":"Essential for diagnostic workflow" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"AI Fault Localization to train from replayed traces and slice context", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-05", |
| "Priority":"Mandatory", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"The system shall employ a specialised Large Language Model (LLM) fine-tuned for bug detection to automatically identify, classify, and prioritise software faults from source code and execution trace", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-06", |
| "Priority":"Optional", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"The system shall automatically generate, rank, and validate fix suggestions for detected faults using AI\/LLM-based reasoning, ensuring each proposed patch compiles successfully, preserves intended functionality, and provides an explainable rationale for developer review.", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-07", |
| "Priority":"Optional", |
| "Rationale":"Value-add feature" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Thread-aware trace capture and replay simulation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO2-08", |
| "Priority":"Desired", |
| "Rationale":"Value-add feature" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Parse and extract key intent and actors from natural language", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-01", |
| "Priority":"Mandatory", |
| "Rationale":"Core outcomes" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Generate formalized user stories using a trained LLM", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-02", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Attach acceptance criteria to each story", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-05", |
| "Priority":"Mandatory", |
| "Rationale":"Core outcomes" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Allow post-generation editing by users", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-08", |
| "Priority":"Desirable", |
| "Rationale":"Improves quality" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Detect and highlight ambiguous or vague input", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-02.b", |
| "Priority":"Desirable", |
| "Rationale":"Improves quality" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Automated wireframe generation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-04 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"Productivity booster" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Export functionality for project artifacts", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO3-07 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Enables interoperability" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Parse formal requirements and identify architectural implications", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-02", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Suggest high-level architecture", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-06", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Generate UML diagrams", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-05", |
| "Priority":"Desirable", |
| "Rationale":"Productivity booster" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Provide traceability matrix between requirements and design components", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-03", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Allow user interaction to accept, modify, or reject suggestions", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-06.b", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Export project scaffolding\/code skeletons based on architecture", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-10", |
| "Priority":"Desirable", |
| "Rationale":"Productivity booster" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Architectural Rationale Documentation and Attachment", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-07 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Formal requirements ingestion", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-01 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Defines component input" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Architectural component export for tool integration", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO4-08 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Enables interoperability" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Generate compliant synthetic traffic at flow level", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-07", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Generate synthetic traffic representing attacks at the flow level", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-09", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Merge GIS layers from different sources to create a new synthetic map representing energy consumption", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-01 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Generate synthetic GIS layers to create new synthetic maps representing non-existing energy consumption scenarios", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-02 (new requirement)", |
| "Priority":"Optional", |
| "Rationale":"Feature for later phase" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Generate a master medical datasets by merging together datasets by creating synthetic link between the entries", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-03 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Core deliverable" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Propose validation methods for each generation task", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-04 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Report generation for generation tasks", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO5-05 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"Essential operational quality" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Comparison between input data and properties schema", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO6-01", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Automated data preprocessing", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO6-06", |
| "Priority":"Mandatory", |
| "Rationale":"Core checks" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Report generation for data validation, statistical properties, code errors, aggregate data quality", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO6-07", |
| "Priority":"Desirable", |
| "Rationale":"Maintainability\/usability" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Data preparation for LLM", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO6-08", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"User Interface to display the tool outputs, the different steps' details and to edit the data schema", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO6-03", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Accept prompts and generate code", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-05", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Retrieve relevant code patterns or documentation (RAG)", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-03", |
| "Priority":"Desirable", |
| "Rationale":"Maintainability\/usability" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Fine-tune LLMs", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-02", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Debug code and return annotated diagnostics and fixes", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-06", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Auto-generate and execute test cases", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-11", |
| "Priority":"Desirable", |
| "Rationale":"Enhanced capabilities" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Suggest performance or security improvements", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-07", |
| "Priority":"Desirable", |
| "Rationale":"Enhanced capabilities" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Support multiple programming languages and frameworks", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-05", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Fine-tuned model checkpoint management", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-09 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Training data ingestion", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-01 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Enables fine-tuning process" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Fine-tuned model export", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-08 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Enables MLOps integration" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Feedback response to toolchains", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-26", |
| "Priority":"Mandatory", |
| "Rationale":"Key part of the workflow" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"High-Level Synthesis (HLS) Programming Support", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO7-25", |
| "Priority":"Mandatory", |
| "Rationale":"Support to LLM code generation" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Code optimisation depending on the specified architectures and softwares", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO8-01", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Software reconfiguration recommendations depending on the optimised code and the choosen architecture", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO8-02", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Report of the identified optimisation opportunities and the proposed changes", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO8-03", |
| "Priority":"Desirable", |
| "Rationale":"Maintainability\/usability" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Possibility to change manually some unwanted optimisations", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO8-04", |
| "Priority":"Optional", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Ensure iterative code generation via interaction with toolchain", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO8-10", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO9", |
| "Requirement Name":"Hash-based decentralised code integrity. Security check mechanism to identify code manipulations. Preventing untrusted sources.", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO09-01, FR-KIO9-04, FR-KIO9-05", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO9", |
| "Requirement Name":"Multifactor Authentication Mechanism for users' identity management", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO9-02", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO9", |
| "Requirement Name":"End-to-end security enabling encrypted storage or data transmission (e.g. against MitM)", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO9-03", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Execute Machine Learning Tasks on Resource-Constrained Devices", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-01", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Enable ML Execution Using TinyML", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-02", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Use Task-Specific LLMs for On-Device Analytics", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-03", |
| "Priority":"Optional", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Perform Analytics Directly on Edge Devices", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-04", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Apply Model-Driven Software Engineering Principles", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-05", |
| "Priority":"Mandatory", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Address Complex Design Challenges with Domain-Specific Modeling", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-06", |
| "Priority":"Mandatory", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Address Complex Validation Challenges with Domain-Specific Modeling", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-07", |
| "Priority":"Desirable", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Generate Code for Diverse IoT Platforms", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-08", |
| "Priority":"Optional", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Support Deployment on Diverse IoT Platforms", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-09", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Support Deployment on Ultra-Low-Power Microcontrollers", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-10", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Enable Battery Remaining Useful Life Prediction Use Case", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-11", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Integrate with TensorFlow Lite for ML Operations", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-12", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Integrate with Microcontroller Variant of TensorFlow Lite", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO10-13", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Automated self-healing testing to improve context awareness via contextual AI models, LLMs", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO11-01", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"AI-driven test case generation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO11-02", |
| "Priority":"Mandatory", |
| "Rationale":"Core automation capability" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Refinement of test cases (prioritation and redundancy detection, prunin if needed)", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO11-03", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Automated test script generation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO11-04", |
| "Priority":"Mandatory", |
| "Rationale":"Core automation capability" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Visualisation of TAT results (GUI)", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO11-05", |
| "Priority":"Mandatory", |
| "Rationale":"Efficiency and insight" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"AI-based security check mechanism and vulnerability analysis to identify: (i) MitM, DoS, SQL-injection, XSS, (ii) phishing, and (iii) authentication related attacks", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO12-01, FR-KIO12-04, FR-KIO12-05", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Security test scenario generation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO12-03", |
| "Priority":"Mandatory", |
| "Rationale":"Core security functionality" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"End-to-end security enabling encrypted storage or data transmission + multifactor authentication", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO12-10", |
| "Priority":"Mandatory", |
| "Rationale":"Core security functionality" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Ontological Input Handling", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-01", |
| "Priority":"Mandatory", |
| "Rationale":"Enables structured ontological input for precise requirements framing" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Requirements Derivation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-02", |
| "Priority":"Mandatory", |
| "Rationale":"Core to deriving requirements from ontological frameworks" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Ontology Building Tools", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-03", |
| "Priority":"Mandatory", |
| "Rationale":"Core to creating ontological structures for training" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Visualization Generation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-04", |
| "Priority":"Mandatory", |
| "Rationale":"Facilitates comprehension of complex ontological structures through visual aids" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Training Content Delivery", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-05", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures accessible and engaging delivery of training content to maximize learning outcomes" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Prompt Skills Training", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-06", |
| "Priority":"Mandatory", |
| "Rationale":"Equips developers with advanced prompt engineering skills to leverage LLMs effectively" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Output Evaluation", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-07", |
| "Priority":"Mandatory", |
| "Rationale":"Enhances learning depth and breadth" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Pipeline Integration", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-08", |
| "Priority":"Desirable", |
| "Rationale":"Enhances learning depth and breadth" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Progress Monitoring", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-09", |
| "Priority":"Mandatory", |
| "Rationale":"Community feature for later phase" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Impact Reporting", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-10", |
| "Priority":"Desirable", |
| "Rationale":"Enhances learning depth and breadth" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Interactive Learning Modules", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-11", |
| "Priority":"Mandatory", |
| "Rationale":"Support interactive simulations for hands-on prompt engineering practice" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Full user companion guide", |
| "Requirement Type":"Functional", |
| "Requirement ID Nr.":"FR-KIO13-12", |
| "Priority":"Mandatory", |
| "Rationale":"Provides comprehensive guidance on configuration, integration, and prompt engineering to ensure effective use of the AI-powered training platform, enhancing developer productivity and adoption" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Modular Architecture Design", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-01", |
| "Priority":"Mandatory", |
| "Rationale":"Critical quality attribute for enterprise adoption" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Flexibility in Workflow Configuration", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-02", |
| "Priority":"Mandatory", |
| "Rationale":"Critical quality attribute for enterprise adoption" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Scalability for Integrated Services", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-03", |
| "Priority":"Mandatory", |
| "Rationale":"Critical quality attribute for enterprise adoption" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Interoperability with External Systems", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-04", |
| "Priority":"Desirable", |
| "Rationale":"Critical quality attribute for enterprise adoption" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"Security in Integration Layer", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-05", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures secure integration of services to protect sensitive data and maintain trust" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"System Reliability", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-06", |
| "Priority":"Mandatory", |
| "Rationale":"System must maintain 99.9% uptime to support continuous DevOps workflows" |
| }, |
| { |
| "Related KIO":"KIO1", |
| "Requirement Name":"GDPR and Ethics Compliance", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO1-07", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures compliance with data protection and ethical AI standards" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Performance: Quick processing for common operations", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO2-01", |
| "Priority":"Desirable", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Quality: Better accuracy", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO2-02", |
| "Priority":"Desirable", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO2", |
| "Requirement Name":"Modularity: Updatable structure", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO2-03", |
| "Priority":"Optional", |
| "Rationale":"Aids adoption and maintenance" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Performance: fast response to request", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-06", |
| "Priority":"Desirable", |
| "Rationale":"Enhances experience" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Scalability: handle concurrent requests", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-02", |
| "Priority":"Desirable", |
| "Rationale":"Enhances experience" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Accuracy: no ambiguity or contradiction", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-04", |
| "Priority":"Mandatory", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Security: securely stored data", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-05", |
| "Priority":"Mandatory", |
| "Rationale":"Trust and confidentiality required" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Artifact versioning support", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-10 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Graceful error detection and recovery", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-07 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures system stability" |
| }, |
| { |
| "Related KIO":"KIO3", |
| "Requirement Name":"Usability: intuitive UI", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO3-03", |
| "Priority":"Desirable", |
| "Rationale":"Enhances experience" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Performance: fast response to request", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-06", |
| "Priority":"Desirable", |
| "Rationale":"Enhances efficiency" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Scalability: batch processing", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-02", |
| "Priority":"Desirable", |
| "Rationale":"Enhances efficiency" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Accuracy: high relevance of suggested architecture", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-04", |
| "Priority":"Mandatory", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Security: securely stored data", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-05", |
| "Priority":"Mandatory", |
| "Rationale":"Required for correctness and integration" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Usability: intuitive interface", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-03", |
| "Priority":"Desirable", |
| "Rationale":"Enhances efficiency" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Architectural component versioning support", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-09 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Graceful error detection and recovery", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-08 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Enables interoperability" |
| }, |
| { |
| "Related KIO":"KIO4", |
| "Requirement Name":"Compliance: support for compatible output formats", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO4-11", |
| "Priority":"Mandatory", |
| "Rationale":"Required for correctness and integration" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Performance: fast Generation, low latency for data interactions", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO5-02", |
| "Priority":"Desirable", |
| "Rationale":"Essential operational quality" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Scalability: handle wide inputs and generate large synthetic datasets \/ multithreading for multi-GPU trainings", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO5-04", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Accuracy: synthetic data matches input data", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO5-01", |
| "Priority":"Mandatory", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Security: data protection, injection protections", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO5-03", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO5", |
| "Requirement Name":"Usability: intuitive UI", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO5-05", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Performance: optimised computation of statistic properties, fast validation and preprocessing of data", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-01", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Scalability: must support large number of data and schema", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-04", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Reliability: error detection, analysis and validation procedures and reports must be accurate", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-02", |
| "Priority":"Mandatory", |
| "Rationale":"Quality baseline" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Sustainability: code must be documented and easy to update\/debbug", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-06", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Transparency: the user must be able to retrieve logs and observe the different steps of the preparation and validation of data", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-05", |
| "Priority":"Desirable", |
| "Rationale":"Maintainability\/usability" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Ergonomic\/user-friendly: UI must be intuitive and reports easily readable", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-03", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO6", |
| "Requirement Name":"Security: data must be securely stored", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO6-03.b", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Performance: fast code generation and debugging", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-06", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Accuracy: High code correctness", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-09", |
| "Priority":"Mandatory", |
| "Rationale":"Operational baseline" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Scalability: parallel inference and fine-tuning tasks", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-02", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Security: isolated execution for debugging, no execution of arbitrary code without sandboxing", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-12", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Usability: Intuitive UI", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-03", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Maintainability: versioning for prompts, fine-tuned models and output code", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-13", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"High code coverage test generation", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-10 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Guarantees code reliability" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Graceful error detection and recovery", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-07 (new requirement)", |
| "Priority":"Mandatory", |
| "Rationale":"Esnsures system stability" |
| }, |
| { |
| "Related KIO":"KIO7", |
| "Requirement Name":"Coding standard and best practice compliance", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO7-11 (new requirement)", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Performance : fast and efficient in terms of resources", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-01", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Scalability : the tool must be able to perform optimisations for large code bases", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-02", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Sustainability : the tool must be documented and easy to update\/debbug", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-03", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Transparency : the user must be able to retrieve information about the optimisations made by the tool", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-03.b", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Ergonomic\/user-friendly : UI must be intuitive and reports easily readable", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-04", |
| "Priority":"Desirable", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO8", |
| "Requirement Name":"Secure: data must be securely stored", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO8-05", |
| "Priority":"Mandatory", |
| "Rationale":"Improves usability" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Performance: fast authentication and efficient data transmission, downloading and reporting in terms of resources", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-01", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Scalability: should support a decentralised network that can be used by huge development teams connecting to the system from different end points", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-02", |
| "Priority":"Desirable", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Sustainability: Energy-efficient decentralised networks and tools should be selected, easy documentation, lightweight\/heavyweight security depending on the criticality of the development (e.g., topsecret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-03", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Transparency: inputs and outputs should be transparent to the user as the compliance check should be conducted at backend", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-04", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Ergonomic\/user-friendly: the compliance check analysis must be self-explainable, highlights with color codes and short recommendations\/alerts orienting the user", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-05", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO09", |
| "Requirement Name":"Security: end-to-end secure data transmission, storage and multifactor authentication must be provided; lightweight\/heavyweight security depending on the criticality of the development (e.g., topsecret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO09-06", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Reduce Energy Consumption by Limiting Cloud Data Transfer", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-01", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality for energy efficiency" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Minimize Energy Needs via On-Device ML Tasks", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-02", |
| "Priority":"Desirable", |
| "Rationale":"Improves speed or convenience" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Mitigate AI's Contribution to Global Electricity Usage", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-03", |
| "Priority":"Optional", |
| "Rationale":"Reduces AI\u2019s environmental impact, aligning with global sustainability goals" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Mitigate AI's Contribution to Global CO2 Emissions", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-04", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality for sustainability" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Promote Sustainability in Low-Power AI Development", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-05", |
| "Priority":"Mandatory", |
| "Rationale":"Important for future expansion and regulatory compliance" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Uphold Privacy Through On-Device Processing", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-06", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality for data protection" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Uphold Security Through On-Device Processing", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-07", |
| "Priority":"Mandatory", |
| "Rationale":"Core functionality for secure operations" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Enhance ML Performance Across Network Conditions", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-08", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures robust ML execution" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Enhance Service Quality Across Network Conditions", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-09", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures consistent service quality across diverse network conditions" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Provide Multi-Level Abstraction in Software Models", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-10", |
| "Priority":"Mandatory", |
| "Rationale":"Enables flexible development through multi-level abstraction" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Support Abstraction from Platform-Independent Models", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-11", |
| "Priority":"Mandatory", |
| "Rationale":"Supports platform-agnostic development" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Support Abstraction to Platform-Specific Models", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-12", |
| "Priority":"Mandatory", |
| "Rationale":"Enables tailored deployment for specific platforms" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Facilitate Robust Development Through Multi-Level Abstraction", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-13", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures robust development processes" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Facilitate Robust Validation Through Multi-Level Abstraction", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-14", |
| "Priority":"Optional", |
| "Rationale":"Complement sustainability by ensuring robust validation" |
| }, |
| { |
| "Related KIO":"KIO10", |
| "Requirement Name":"Energy Consumption Metrics", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO10-15", |
| "Priority":"Mandatory", |
| "Rationale":"System must reduce energy consumption by at least 30-50% compared to cloud-based ML solutions" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Performance", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-01", |
| "Priority":"Mandatory", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Scalability: solution must be used by huge development teams connecting to the system from different end points", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-02", |
| "Priority":"Mandatory", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Sustainability: easy documentation, lightweight\/heavyweight security depending on the criticality of the development (e.g., topsecret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-03", |
| "Priority":"Desirable", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Transparency: inputs and outputs should be transparent to the user as the TAT should be conducted at backend", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-04", |
| "Priority":"Mandatory", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Ergonomic\/user-friendly: the TAT must be self-explainable, highlights with color codes and short recommendations\/alerts orienting the user", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-05", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO11", |
| "Requirement Name":"Security: Cyber coverage including MitM, DoS, SQL-injection, XSS, phishing and authentication related attacks; end-to-end secure data transmission, storage and multifactor authentication must be provided; lightweight\/heavyweight security depending on the criticality of the development (e.g., topsecret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO11-06", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Performance: accurate test scenario generation and vulnerability detection", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-01", |
| "Priority":"Mandatory", |
| "Rationale":"High precision essential" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Scalability: should support adding new types of vulenrabiltiies or attack types depending on the development; solution must be used by huge development teams connecting to the system from different end points", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-02", |
| "Priority":"Mandatory", |
| "Rationale":"Performance or scale attribute" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Sustainability: easy documentation, lightweight\/heavyweight security depending on the criticality of the development (e.g., top-secret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-03", |
| "Priority":"Desirable", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Transparency: inputs and outputs should be transparent to the user as the vulnerability check and test scenario generations should be conducted at backend", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-04", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Ergonomic\/user-friendly: the test generation and vulnerability analysis must be self-explainable, highlights with color codes and short recommendations\/alerts orienting the user", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-05", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO12", |
| "Requirement Name":"Security: Cyber coverage including MitM, DoS, SQL-injection, XSS, phishing and uathentication related attacks. N13end-to-end secure data transmission, storage and multifactor authentication must be provided. Lightweight\/heavyweight security depending on the criticality of the development (e.g., topsecret, commercial, or toy projects)", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO12-01.b, NFR-KIO12-04.b, NFR-KIO12-05.b", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Interface Usability", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-01", |
| "Priority":"Mandatory", |
| "Rationale":"Service baseline & legal compliance" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Accessibility Standards", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-02", |
| "Priority":"Mandatory", |
| "Rationale":"Ensures accessibility for diverse users, complying with legal standards (e.g., WCAG 2.1)" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Response Time", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-03", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"User Capacity Handling", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-04", |
| "Priority":"Mandatory", |
| "Rationale":"Security baseline" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"System Availability", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-05", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Data Protection", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-06", |
| "Priority":"Mandatory", |
| "Rationale":"Protects user data to maintain trust and comply with GDPR" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Tool Compatibility", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-07", |
| "Priority":"Desirble", |
| "Rationale":"Additional capability" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Content Update Ease", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-08", |
| "Priority":"Desirable", |
| "Rationale":"General improvement" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Resource Optimization", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-09", |
| "Priority":"Optional", |
| "Rationale":"Edge-case support" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Outcome Tracking", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-10", |
| "Priority":"Mandatory", |
| "Rationale":"For explainability" |
| }, |
| { |
| "Related KIO":"KIO13", |
| "Requirement Name":"Multi-Language Support", |
| "Requirement Type":"Non-Functional", |
| "Requirement ID Nr.":"NFR-KIO13-11", |
| "Priority":"Mandatory", |
| "Rationale":"Support multiple languages to enhance global accessibility" |
| } |
| ] |
