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{
"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"
}
] |