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d2.4-requirements.json

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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"
+    }
+]

d9.2-functional-23-6-2026.json

@@ -0,0 +1,912 @@
+[
+    {
+        "Title":"Adaptive Multi-Persona Interaction and Guidance Layer",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-09",
+        "state":"open"
+    },
+    {
+        "Title":"Monitoring and Telemetry: Implementation of an overall system tracking with monitoring, energy, hardware, and time usage indicators",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-08",
+        "state":"open"
+    },
+    {
+        "Title":"Web-Based GUI for Workflow Monitoring and Control",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-07",
+        "state":"open"
+    },
+    {
+        "Title":"Agentic Interaction Layer for LM-Engine-driven System Reasoning, Actions, Memory Sharing, and HITL",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-06",
+        "state":"open"
+    },
+    {
+        "Title":"Central LM Engine for Generation, Reasoning, and Guardrailed Execution",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-05",
+        "state":"open"
+    },
+    {
+        "Title":"Workflow Orchestration Layer for Execution, Triggers, and Dependencies operated by advanced LLM-based agentic teams",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-04",
+        "state":"open"
+    },
+    {
+        "Title":"Inter-KIO Middleware for Async Message-Based Communication",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-03",
+        "state":"open"
+    },
+    {
+        "Title":"Containerization and Deployment Blueprint for the Individual KIOs across the entire suite",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-02",
+        "state":"open"
+    },
+    {
+        "Title":"Foundational Integration Framework for Unified KIO Microservices",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO1-01",
+        "state":"open"
+    },
+    {
+        "Title":"Multi-format data ingestion layer",
+        "Owner (Partner)":"UREAD\/AI4",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-14",
+        "state":"open"
+    },
+    {
+        "Title":"Fault class prevalence validation and KIO5 flagging mechanism for UC4 anomaly detection",
+        "Owner (Partner)":"UREAD\/AI4",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-13",
+        "state":"open"
+    },
+    {
+        "Title":"Fault label integration and manufacturer guideline-based causal weak labelling for UC4",
+        "Owner (Partner)":"UREAD\/AI4",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-12",
+        "state":"open"
+    },
+    {
+        "Title":"EV battery fault taxonomy-informed EDA and feature engineering for UC4",
+        "Owner (Partner)":"UREAD\/AI4",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-11",
+        "state":"open"
+    },
+    {
+        "Title":"Chemistry-aware dataset grouping and multi-layer data fusion for EV battery datasets",
+        "Owner (Partner)":"UREAD\/AI4",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-10",
+        "state":"open"
+    },
+    {
+        "Title":"Automated preparation tool module for pipeline creation and tool execution",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-01",
+        "state":"open"
+    },
+    {
+        "Title":"Integrate the Human-in-the-loop approach internally to refine the results based on the user's feedback",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-09",
+        "state":"open"
+    },
+    {
+        "Title":"Expose the KIO capabilities through an API",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-08",
+        "state":"open"
+    },
+    {
+        "Title":"Atomic data preparation tools used by the preparation orchestrator",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-07",
+        "state":"open"
+    },
+    {
+        "Title":"Data warehouse agent for storing raw and prepared datasets according to the use case requirements",
+        "Owner (Partner)":"ERG",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-06",
+        "state":"open"
+    },
+    {
+        "Title":"Model unit tests to perform model-centric validation of the prepared dataset",
+        "Owner (Partner)":"UNIGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-04",
+        "state":"open"
+    },
+    {
+        "Title":"Data-centric validation of the prepared dataset",
+        "Owner (Partner)":"UNIBZ",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-03",
+        "state":"open"
+    },
+    {
+        "Title":"Exploratory data analysis for providing metadata about input dataset to the preparation orchestrator",
+        "Owner (Partner)":"UNIBZ",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO6-02",
+        "state":"open"
+    },
+    {
+        "Title":"Report generation for provenance identification and explainability",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO6-05",
+        "state":"open"
+    },
+    {
+        "Title":"LLM \u2013 Assisted Debugging",
+        "Owner (Partner)":"AI4",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO2-08",
+        "state":"open"
+    },
+    {
+        "Title":"Trace recorder",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-07",
+        "state":"open"
+    },
+    {
+        "Title":"AI-assisted mocking",
+        "Owner (Partner)":"HESSO",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO2-06",
+        "state":"open"
+    },
+    {
+        "Title":"AI Fault Localization  to train from replayed traces and slice context",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-05",
+        "state":"open"
+    },
+    {
+        "Title":"Post-mortem expression evaluator",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-04",
+        "state":"open"
+    },
+    {
+        "Title":"\u2060AI-assisted replay simulators that reconstruct previous states from logged diffs",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-03",
+        "state":"open"
+    },
+    {
+        "Title":"Trace Capture & Replay to generate reversible trace data",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-02",
+        "state":"open"
+    },
+    {
+        "Title":"Source code language support (One language for PoC)",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO2-01",
+        "state":"open"
+    },
+    {
+        "Title":"Deploy Firmware with Retry, Recovery, and Live Diagnostics",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO10-05",
+        "state":"open"
+    },
+    {
+        "Title":"Generate Firmware with Build Error Auto-Repair",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO10-04",
+        "state":"open"
+    },
+    {
+        "Title":"Assign Target edge device with Automatic Fallback",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO10-03",
+        "state":"open"
+    },
+    {
+        "Title":"Validate and Auto-Optimise Model for Edge Constraints",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO10-02",
+        "state":"open"
+    },
+    {
+        "Title":"Initialise Project from User Intent and Data with Guided Recovery",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO10-01",
+        "state":"open"
+    },
+    {
+        "Title":"Supply Comprehensive Step-by-Step User Guides in Multiple Formats",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO13-08",
+        "state":"open"
+    },
+    {
+        "Title":"Track User Training Progress and Skill Application",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO13-07",
+        "state":"open"
+    },
+    {
+        "Title":"Teach End-to-End AI Tool Integration in Agile Pipelines",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-06",
+        "state":"open"
+    },
+    {
+        "Title":"Assess LLM Outputs and User Prompt Variants",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-05",
+        "state":"open"
+    },
+    {
+        "Title":"Deliver Structured Multimedia and Interactive Training for Prompt Engineering",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-04",
+        "state":"open"
+    },
+    {
+        "Title":"Provide Tools for Building, Editing, and Visualising Ontologies",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-03",
+        "state":"open"
+    },
+    {
+        "Title":"Teach Deriving Formal Requirements from NLP-Processed Inputs",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-02",
+        "state":"open"
+    },
+    {
+        "Title":"Handle User Inputs for Ontological Commitments in Prompt Engineering",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-01",
+        "state":"open"
+    },
+    {
+        "Title":"Provide Comprehensive User Companion Guide",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-12",
+        "state":"open"
+    },
+    {
+        "Title":"Provide Hands-On Training Simulations",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO13-11",
+        "state":"open"
+    },
+    {
+        "Title":"Optimize the code through KIO7 calls to match requirements on the binary file",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO8-06",
+        "state":"open"
+    },
+    {
+        "Title":"Develop the KIO microservice to expose its capabilities",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO8-05",
+        "state":"open"
+    },
+    {
+        "Title":"Software build through the configured cross-compilation toolchain",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO8-02",
+        "state":"open"
+    },
+    {
+        "Title":"Enabling human-in-the-loop to make manual change or request modification on specific parts of the toolchain configuration",
+        "Owner (Partner)":"CEA",
+        "Priority":"Low",
+        "Requirement ID":"FR-KIO8-04",
+        "state":"open"
+    },
+    {
+        "Title":"Report generation to provide transparency about cross-compilation and software reconfiguration tasks",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO8-03",
+        "state":"open"
+    },
+    {
+        "Title":"Cross-compilation toolchain's configuration for environment adaptability",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO8-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Sufficient Computational and Storage Infrastructure to Support AI-Driven Test Automation and Execution Workloads",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-08",
+        "state":"open"
+    },
+    {
+        "Title":"Defining Output Artifacts and Dataflows for Automated Test Execution and Validation",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-07",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Input Readiness for AI-Driven Test Orchestration",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-06",
+        "state":"open"
+    },
+    {
+        "Title":"Providing GUI for Test Analysis and Results to Enable Intuitive Review of the Testing Process and Outcomes",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-05",
+        "state":"open"
+    },
+    {
+        "Title":"Automated Self-Healing Testing to Improve Context Awareness via Contextual AI models, LLMs",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Low",
+        "Requirement ID":"FR-KIO11-04",
+        "state":"open"
+    },
+    {
+        "Title":"Automated Test Script Generation to Support Full Automation of Regression and Functional Testing Pipelines",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-03",
+        "state":"open"
+    },
+    {
+        "Title":"Test Case Refinement and Optimization to Ensure Test Suite Efficiency and Reduce Execution Overhead",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO11-02",
+        "state":"open"
+    },
+    {
+        "Title":"AI-Driven Test Case Generation to Enable Dynamic Adaptation to Evolving System Logic",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO11-01",
+        "state":"open"
+    },
+    {
+        "Title":"Individual View Wireframe Generation",
+        "Owner (Partner)":"Idener",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-21",
+        "state":"open"
+    },
+    {
+        "Title":"Interactive Review and Refinement of Generated Artefacts",
+        "Owner (Partner)":"Unclear - rely on KIO1-06? local database?",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-08",
+        "state":"open"
+    },
+    {
+        "Title":"Export of Project Artifacts from the System",
+        "Owner (Partner)":"Unclear - rely on KIO1-06 to write to github?",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-07",
+        "state":"open"
+    },
+    {
+        "Title":"Extraction of Assumptions, Limitations, and Constraints from Requirement Inputs",
+        "Owner (Partner)":"EUR, ITCL",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-06",
+        "state":"open"
+    },
+    {
+        "Title":"Generation of Acceptance Criteria from Requirements",
+        "Owner (Partner)":"ITCL",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-05",
+        "state":"open"
+    },
+    {
+        "Title":"Automated Generation of Functional and Non-Functional Requirement Documents",
+        "Owner (Partner)":"ITCL",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-03",
+        "state":"open"
+    },
+    {
+        "Title":"Conversion of Natural Language Descriptions to User Stories",
+        "Owner (Partner)":"EUR",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-02",
+        "state":"open"
+    },
+    {
+        "Title":"Requirement Input Processing in Natural Language",
+        "Owner (Partner)":"EUR",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO3-01",
+        "state":"open"
+    },
+    {
+        "Title":"Management of thread entity, lifecycle and persistence for performance metrics improvement",
+        "Owner (Partner)":"ITCL",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO7-32",
+        "state":"open"
+    },
+    {
+        "Title":"Generation of performance metrics improvement suggestions through LLM",
+        "Owner (Partner)":"ITCL",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO7-31",
+        "state":"open"
+    },
+    {
+        "Title":"Orchestrate the iterative improvement thread for failed performance NFRs",
+        "Owner (Partner)":"ITCL",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO7-30",
+        "state":"open"
+    },
+    {
+        "Title":"Collect profiling data and performance metrics for the associated NFRs",
+        "Owner (Partner)":"ITCL",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO7-29",
+        "state":"open"
+    },
+    {
+        "Title":"Generation of Automated Test Suites for Generated Code",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-11",
+        "state":"open"
+    },
+    {
+        "Title":"Logging of AI System Artefacts for Auditing and Performance Analysis",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-10",
+        "state":"open"
+    },
+    {
+        "Title":"Management of Fine-tuned Model Checkpoints for Versioning and Incremental Training",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-09",
+        "state":"open"
+    },
+    {
+        "Title":"Exporting Fine-tuned Models to Standard Formats (ONNX, Pytorch)",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-08",
+        "state":"open"
+    },
+    {
+        "Title":"AI-based Proactive Coding Assistance",
+        "Owner (Partner)":"INNO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-07",
+        "state":"open"
+    },
+    {
+        "Title":"AI-based Code Understanding and Debugging Support",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-06",
+        "state":"open"
+    },
+    {
+        "Title":"Generation of Code Snippets and Modules from Fine-tuned LLMs",
+        "Owner (Partner)":"INNO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-05",
+        "state":"open"
+    },
+    {
+        "Title":"Indexing Multiple Data Types (Code, Text, Snapshots) for RAG",
+        "Owner (Partner)":"INNO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-04",
+        "state":"open"
+    },
+    {
+        "Title":"Implementing RAG for External Knowledge Integration",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-03",
+        "state":"open"
+    },
+    {
+        "Title":"GenAIOps Workflow for LLM Fine-Tuning, Evaluation and Model Version Management.",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ingestion of Prepared Training and Test Data for GenAI model Training and Validation",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO7-01",
+        "state":"open"
+    },
+    {
+        "Title":"Export Project Scaffolding\/ Code Skeletons based on Architecture",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-10",
+        "state":"closed"
+    },
+    {
+        "Title":"Bidirectional Traceability Between Architectural Components and Requirements",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-09",
+        "state":"open"
+    },
+    {
+        "Title":"Export of Architectural Components for External Modeling Tools",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-08",
+        "state":"open"
+    },
+    {
+        "Title":"Documentation and Attachment of Architectural Design Rationale",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-07",
+        "state":"open"
+    },
+    {
+        "Title":"Providing Real-time Architectural Design Suggestions",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-06",
+        "state":"open"
+    },
+    {
+        "Title":"Interactive Visualisation of Architectural Components",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-05",
+        "state":"open"
+    },
+    {
+        "Title":"Formalization of Architectural Design Elements",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-04",
+        "state":"open"
+    },
+    {
+        "Title":"Architectural Component-Requirement Traceability Mapping",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-03",
+        "state":"open"
+    },
+    {
+        "Title":"Architectural Component Identification from Formal Requirements",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-02",
+        "state":"open"
+    },
+    {
+        "Title":"Formal Requirements Ingestion",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO4-01",
+        "state":"open"
+    },
+    {
+        "Title":"Orchestrated Ethical and Legal Compliance Flow from Input to Verified Output to Ensure Traceability",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-07",
+        "state":"open"
+    },
+    {
+        "Title":"User Interface for Code Input, Ethical and Legal Compliance Visualization, and Secure Access",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-06",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Hardware Environment for Decentralized Hashing and Secure Storage",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-08",
+        "state":"open"
+    },
+    {
+        "Title":"Ethical and Legal Compliance Report Generation with Alerts and Recommendations",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-05",
+        "state":"open"
+    },
+    {
+        "Title":"Input Handling for Codebase and Regulatory Constraint Models",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-04",
+        "state":"open"
+    },
+    {
+        "Title":"Encrypted End-to-End Data Transmission and Storage for Protection Against Threats such as Man-in-the-Middle Attack",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-03",
+        "state":"open"
+    },
+    {
+        "Title":"Enforce Multi-Factor Authentication for Identity Management",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-02",
+        "state":"open"
+    },
+    {
+        "Title":"Hash-Based Decentralized Code Integrity Verification of the Uploaded Codebase",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO9-01",
+        "state":"open"
+    },
+    {
+        "Title":"End-to-End Secure Data Handling and Multi-Factor Authentication to Ensure Protection of Sensitive Data and Identity Verification",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-06",
+        "state":"open"
+    },
+    {
+        "Title":"UI Features for Vulnerability Assessment and Developer Guidance to Provide an Intuitive and Interactive UX",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-08",
+        "state":"open"
+    },
+    {
+        "Title":"Integrating Resources to Ensure Sufficient Computational and Storage Capabilities for LLMs, Plugin Operations and Cybersecurity Analysis",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"Medium",
+        "Requirement ID":"FR-KIO12-07",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring User-friendly, Structured and Standardised Outputs in Machine-readable (e.g., JSON, CSV) and Human-readable (e.g., PDF) Formats After Test Execition",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Input Integration for Vulnerability Assessment and Scenario Generation",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-09",
+        "state":"open"
+    },
+    {
+        "Title":"Real-world Cyber Attack Scenario Analysis to Validate System Robustness",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-05",
+        "state":"open"
+    },
+    {
+        "Title":"Vulnerability Assessment of the API Endpoints and Backend Components to Maintain Cybersecurity and System Integrity",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-04",
+        "state":"open"
+    },
+    {
+        "Title":"Security Test Scenario Generation for Exposed APIs to Strengthen the Cyber Resilience",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-03",
+        "state":"open"
+    },
+    {
+        "Title":"AI-driven Intrusion Detection for Monitoring Network-level and Application-level Intrusions to Enhance Cyber Resilience",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO12-02",
+        "state":"open"
+    },
+    {
+        "Title":"Evaluation framework for assessing the quality of the synthetic network intrusion detection dataset",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-17",
+        "state":"open"
+    },
+    {
+        "Title":"Synthetic dataset storage and catalogue",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-16",
+        "state":"open"
+    },
+    {
+        "Title":"Generative model training management",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-15",
+        "state":"open"
+    },
+    {
+        "Title":"Six-layer parallel validation framework for synthetic EV battery lifecycle datasets in UC4",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-14",
+        "state":"open"
+    },
+    {
+        "Title":"Physics-informed fault trajectory synthesis for UC4 anomaly detection augmentation",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-13",
+        "state":"open"
+    },
+    {
+        "Title":"EC-OS\/BLE use-context-conditioned synthetic EV battery lifecycle dataset generation for UC4",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-12",
+        "state":"open"
+    },
+    {
+        "Title":"Develop a training program to support technology adoption and provide guidance through tutorials",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-11",
+        "state":"open"
+    },
+    {
+        "Title":"Expose an API to enable communication with the orchestrator and the other KIOs",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-10",
+        "state":"open"
+    },
+    {
+        "Title":"Evaluation of the synthetic peers vulnerable\/secure code to provide feedback on the generation",
+        "Owner (Partner)":"ERG",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-04",
+        "state":"open"
+    },
+    {
+        "Title":"Evaluation of the synthetic GIS data to provide feedbacks on the interpolation, aggregation and generation methods",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-09",
+        "state":"open"
+    },
+    {
+        "Title":"Evaluation of the synthetic medical data to provide feedbacks on the generation",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-08",
+        "state":"open"
+    },
+    {
+        "Title":"Synthetic Dataset Generation for Secure and Vulnerable Code Pairs",
+        "Owner (Partner)":"ERG",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-07",
+        "state":"open"
+    },
+    {
+        "Title":"Report generation to monitor the synthetic data generation metrics and describe the process",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-05",
+        "state":"open"
+    },
+    {
+        "Title":"Evaluation of synthetic data to provide feedbacks on the generation",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-04",
+        "state":"open"
+    },
+    {
+        "Title":"Generate a master dataset for medical data",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-03",
+        "state":"open"
+    },
+    {
+        "Title":"Interpolate GIS data in time or in space to deal with missing data or under-resolved data",
+        "Owner (Partner)":"HESSO",
+        "Priority":"Low (stretch goal)",
+        "Requirement ID":"FR-KIO5-02",
+        "state":"open"
+    },
+    {
+        "Title":"Collection and aggregation of multimodal geo-localized data into a time- and spatial-indexed data lakehouse.",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-01",
+        "state":"open"
+    },
+    {
+        "Title":"Synthetic network traffic generation capabilities for enhancing Network Intrusion Detection Systems.",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-06",
+        "state":"open"
+    },
+    {
+        "Title":"Compliant synthetic network traffic",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"FR-KIO5-06",
+        "state":"closed"
+    },
+    {
+        "Title":"UI Navigation Flow and Content Structure Generation",
+        "Owner (Partner)":null,
+        "Priority":null,
+        "Requirement ID":null,
+        "state":"open"
+    }
+]

d9.2-non-functional-23-6-2026.json

@@ -0,0 +1,639 @@
+[
+    {
+        "Title":"Updatability: Zero-Downtime, Backward-Compatible Evolution",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Low",
+        "Requirement ID":"NFR-KIO1-04",
+        "state":"open"
+    },
+    {
+        "Title":"Scalability: Horizontal Expansion and High-Concurrency Operations",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Low",
+        "Requirement ID":"NFR-KIO1-03",
+        "state":"open"
+    },
+    {
+        "Title":"Performance: End-to-End Latency and Throughput Assurance",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Low",
+        "Requirement ID":"NFR-KIO1-02",
+        "state":"open"
+    },
+    {
+        "Title":"Testability: Deterministic Validation and Reproducible Workflows",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO1-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure compliance to ethical and regulation framework",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO6-06",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure the tool's maintainability through a modular structure and open-science practice",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO6-05",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure transparency over the data analysis, preparation and validation processes",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO6-04",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure the scalability of preparation and validation processes",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO6-03",
+        "state":"open"
+    },
+    {
+        "Title":"Assess the preparation relevance for the  targeted task to provide transparency over the preparation quality",
+        "Owner (Partner)":"UNIGE",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO6-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure fast preparation process through performance evaluation",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO6-01",
+        "state":"open"
+    },
+    {
+        "Title":"Modularity: Updatable Structure",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO2-03",
+        "state":"open"
+    },
+    {
+        "Title":"Accuracy Evaluation and Validation",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO2-02",
+        "state":"open"
+    },
+    {
+        "Title":"Performance: Quick processing for common operations",
+        "Owner (Partner)":"BITNET",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO2-01",
+        "state":"open"
+    },
+    {
+        "Title":"Resilient Multi-Device Deployment with Graceful Degradation",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO10-03",
+        "state":"open"
+    },
+    {
+        "Title":"Continuously Optimise Energy Usage with Adaptive Profiling",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO10-02",
+        "state":"open"
+    },
+    {
+        "Title":"Enforce On-Device (edge-device) Data Processing with Active Safeguards",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO10-01",
+        "state":"open"
+    },
+    {
+        "Title":"Deliver Real-Time Performance for Multimedia and Visualisations",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO13-06",
+        "state":"open"
+    },
+    {
+        "Title":"Maintain Compatibility and Easy Updates for AI Tools and Content",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO13-05",
+        "state":"open"
+    },
+    {
+        "Title":"Achieve Scalability and Resource Optimisation for Concurrent Users",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO13-04",
+        "state":"open"
+    },
+    {
+        "Title":"Enforce GDPR-Compliant Data Protection for User Inputs",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO13-03",
+        "state":"open"
+    },
+    {
+        "Title":"Guarantee High Availability with Data Backup for User Ontologies and Prompts",
+        "Owner (Partner)":"UREAD",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO13-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure Intuitive Usability and Accessibility",
+        "Owner (Partner)":"UREAD",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO13-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure transparency of cross-compilation and toolchain configuration processes",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO8-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure security in the software reconfiguration and cross-compilation through input\/output sanitization and Least Priviledge Principle",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO8-05",
+        "state":"open"
+    },
+    {
+        "Title":"Monitor build performances for cross-compilation and toolchain configuration",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO8-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Secure and Configurable End-to-End Protection for Test Automation Environments",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO11-06",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring User-Centric Visual Feedback and Guidance across All Interfaces",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO11-05",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Transparent and Traceable AI-Driven Test Processes and Audit Trails",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO11-04",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Long-Term Maintainability through Lightweight Documentation and Adaptive Security",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO11-03",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Scalable Multi-Team Access and Distributed Test Execution for AI-Driven Test Automation",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO11-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Low-Latency Execution and Analysis for AI-Driven Test Automation",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO11-01",
+        "state":"open"
+    },
+    {
+        "Title":"Generated Artifact Versioning for Historical Tracking and Auditability",
+        "Owner (Partner)":"Unclear: we do internally or rely on KIO1?",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-10",
+        "state":"open"
+    },
+    {
+        "Title":"Logging of Interactions and Artifacts for Auditing and Performance Analysis",
+        "Owner (Partner)":"Unclear: we do it internally (EUR) or we rely on KIO1?",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-09",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring High Availability and Reliability for Artefact Generation Services",
+        "Owner (Partner)":"ALL KIO3 Partners",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-08",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring System Stability and Positive UX with Error Detection, Logging, and Recovery Mechanisms",
+        "Owner (Partner)":"ALL KIO3 Partners",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-07",
+        "state":"open"
+    },
+    {
+        "Title":"Performance and Responsiveness of NL Processing and Artefact Generation",
+        "Owner (Partner)":"ALL KIO3 Partners",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-06",
+        "state":"open"
+    },
+    {
+        "Title":"Encryption of User Inputs and Artefact Outputs in Transit",
+        "Owner (Partner)":"unclear - rely on KIO1-03?",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-05",
+        "state":"open"
+    },
+    {
+        "Title":"Accuracy and Completeness of Generated Artifacts",
+        "Owner (Partner)":"ALL KIO3 Partners",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-04",
+        "state":"open"
+    },
+    {
+        "Title":"User-Friendly Interface for Natural Language Input and Artifact Output",
+        "Owner (Partner)":"unclear - rely on KIO1-07?",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-03",
+        "state":"open"
+    },
+    {
+        "Title":"System Performance and Stability under Concurrent User Load",
+        "Owner (Partner)":"ALL KIO3 Partners",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-02",
+        "state":"open"
+    },
+    {
+        "Title":"Automated Clarity and Ambiguity Checks for Generated Artefacts",
+        "Owner (Partner)":"EUR",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO3-01",
+        "state":"open"
+    },
+    {
+        "Title":"Artefact Versioning for Maintainability",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-13",
+        "state":"open"
+    },
+    {
+        "Title":"Secure Code Execution and Sandboxing",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-12",
+        "state":"open"
+    },
+    {
+        "Title":"Compliance of Generated Code with Coding Standards and Best Practices",
+        "Owner (Partner)":"INNO",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-11",
+        "state":"open"
+    },
+    {
+        "Title":"High Code Coverage Test Generation.",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-10",
+        "state":"open"
+    },
+    {
+        "Title":"High-Accuracy LLM Output Validation",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-09",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring High Availability and Reliability for AI Model Operations",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-08",
+        "state":"open"
+    },
+    {
+        "Title":"Error Detection, Logging, and Recovery for AI Operations",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-07",
+        "state":"open"
+    },
+    {
+        "Title":"Performance Profile for LLM Operations (Inference and Fine-Tuning)",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-06",
+        "state":"open"
+    },
+    {
+        "Title":"Applying Energy-Efficient Techniques (Quantization, Pruning) to LLM Operations",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-05",
+        "state":"closed"
+    },
+    {
+        "Title":"Plug-in Based Architecture for LLM Enhancement Components",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-04",
+        "state":"open"
+    },
+    {
+        "Title":"User-Friendly Interface for AI Model Data and Output Management",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-03",
+        "state":"open"
+    },
+    {
+        "Title":"Performance Stability of AI Model Operations Under Concurrent Load",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring LLM Adaptability through Domain-Specific Fine-Tuning",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO7-01",
+        "state":"open"
+    },
+    {
+        "Title":"Compliance and Compatibility of Standard Export Formats (UML, PlantUML)",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-11",
+        "state":"open"
+    },
+    {
+        "Title":"Logging of Architectural Interactions and Artefacts for Auditing and Process Analysis",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-10",
+        "state":"open"
+    },
+    {
+        "Title":"Architectural Component Versioning for Historical Tracking and Auditability",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-09",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring High Availability of Architectural Analysis Functions",
+        "Owner (Partner)":"IDENER",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO4-08",
+        "state":"open"
+    },
+    {
+        "Title":"Error Detection, Logging, and Recovery for Architectural Functions",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-07",
+        "state":"open"
+    },
+    {
+        "Title":"Performance and Responsiveness of Requirements Processing and Architecture Generation",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-06",
+        "state":"open"
+    },
+    {
+        "Title":"Encryption of Formal Requirements and Architectural Data in Transit",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-05",
+        "state":"open"
+    },
+    {
+        "Title":"Validation of Architectural Components to Minimize Requirement Discrepancies",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-04",
+        "state":"open"
+    },
+    {
+        "Title":"User-Friendly Interfacing with Code Developers for Architectural Interaction",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-03",
+        "state":"open"
+    },
+    {
+        "Title":"Performance Stability of Architectural Analysis Functions",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-02",
+        "state":"open"
+    },
+    {
+        "Title":"Clarity and Unambiguity Checking for Requirements-to-Architecture Mapping",
+        "Owner (Partner)":"IDENER",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO4-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Security of Data in Transit and Rest, and Authorised Access for Trustworthiness",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO9-06",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure Developer-Oriented Ethical and Legal Compliance Feedback in Understandable and Actionable Manner",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO9-05",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Tansparent and Traceable Ethical and Legal Compliance Check Results without Compromising System Security",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO9-04",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Energy-Efficient Infrastructure of Decentralized Technologies and Adaptive Security for Data Protection and Authorised Access",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO9-03",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Synchronized Ethical and Legal Compliance Checks Across Distributed Endpoints with Reliable Result Aggregation",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO9-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Efficient Ethical and Legal Compliance Checking and Reporting with Minimal Resource Consumption and Latency",
+        "Owner (Partner)":"ERGTECH",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO9-01",
+        "state":"open"
+    },
+    {
+        "Title":"Supporting Long-term Maintainability and Adaptability Across Configurable Security Modes and Lightweight Documentation",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO12-03",
+        "state":"open"
+    },
+    {
+        "Title":"Providing Visual Guidance and Alerting for Developers to Ensure Enchanced UX",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO12-05",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Transparency on Backend Logic for User Awareness",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO12-04",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Scalability of the Platform to Support Evolving Threat Models and Distributed Teams",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO12-02",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring Accurate Test Scenario Generation and Vulnerability Detection",
+        "Owner (Partner)":"ERARGE",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO12-01",
+        "state":"open"
+    },
+    {
+        "Title":"Enable provenance identification by providing details about the generation processes",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-08",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure that the generation processes and their evaluations are scalable in terms of resources and time",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-07",
+        "state":"open"
+    },
+    {
+        "Title":"Perform the generation tasks with a reasonable amount of resources",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-06",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure a minimum of novelty in the synthetic dataset to prevent deduplication",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-05",
+        "state":"open"
+    },
+    {
+        "Title":"Enable statistical diversity for the results produced by the generators",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-04",
+        "state":"open"
+    },
+    {
+        "Title":"Enable statistical realism for the results produced by the generators",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-03",
+        "state":"open"
+    },
+    {
+        "Title":"Ensure the compliance of the generated flow to network standards",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-02",
+        "state":"open"
+    },
+    {
+        "Title":"Privacy protection of the generated data",
+        "Owner (Partner)":"BIT",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-01",
+        "state":"open"
+    },
+    {
+        "Title":"Assessing the quality of generated medical data",
+        "Owner (Partner)":"BITNET",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-09",
+        "state":"open"
+    },
+    {
+        "Title":"Validation of data quality of geographical layers",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-08",
+        "state":"open"
+    },
+    {
+        "Title":"Benchmarking of data collection and aggregation process",
+        "Owner (Partner)":"HESSO",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-07",
+        "state":"open"
+    },
+    {
+        "Title":"Assessing the quality of synthetic network traffic",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-01",
+        "state":"open"
+    },
+    {
+        "Title":"Ensuring synthetic data generation process transparency",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-06",
+        "state":"open"
+    },
+    {
+        "Title":"Synthetic data generation process scalability",
+        "Owner (Partner)":"CEA",
+        "Priority":"Medium",
+        "Requirement ID":"NFR-KIO5-04",
+        "state":"open"
+    },
+    {
+        "Title":"Synthetic data generation performance evaluation for monitoring and benchmarking",
+        "Owner (Partner)":"CEA",
+        "Priority":"High",
+        "Requirement ID":"NFR-KIO5-02",
+        "state":"open"
+    }
+]