Merge pull request #9 from AmedeoPelliccia/copilot/update-stakeholder-knot-config

Implement AMPEL360-SPACE-T-PORTAL: stakeholder-centric navigation with automated generation

Author: AmedeoPelliccia

AMPEL360-SPACE-T-PORTAL/00_00_IDX_LC01_SPACET_stakeholder-entrypoints_v01.md

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+---
+title: "AMPEL360-SPACE-T-PORTAL — Stakeholder Entry Points"
+type: IDX
+variant: "SPACET"
+status: Draft
+bucket: "00"
+lc_or_subbucket: "LC01"
+description: "Primary navigation index for stakeholder workspaces (entrypoints + execution lanes) in AMPEL360 Space-T."
+owner: "Configuration Management WG"
+---
+
+# AMPEL360-SPACE-T-PORTAL — Stakeholder Entry Points
+
+This index provides the **single, GitHub-navigable entry point** to each stakeholder workspace under **AMPEL360-SPACE-T-PORTAL/**.
+
+Conventions:
+- Each stakeholder has a dedicated folder: `STK_<ID>-<slug>/`
+- Each folder contains one canonical entrypoint file: `00_00_IDX_LC01_SPACET_stakeholder-<id>-entrypoint_v01.md`
+- Stakeholder work is organized by **KNOTS/** → **ATA_TASKS/** → ATA-specific IDXs.
+
+---
+
+## Stakeholders
+
+### CM — Configuration Management
+- Entry point: [CM — Configuration Management](STK_CM-cm-configuration-management/00_00_IDX_LC01_SPACET_stakeholder-cm-entrypoint_v01.md)  
+  _Comment:_ Governance spine (nomenclature, baselines, change control, approvals, CI enforcement). Owns closure discipline.
+- Workspace: [STK_CM-cm-configuration-management/](STK_CM-cm-configuration-management/)  
+  _Comment:_ CM execution lanes, decisions, registers, and PR gatekeeping.
+
+### PMO — Program Management Office
+- Entry point: [PMO — Program Management Office](STK_PMO-pmo-program-management-office/00_00_IDX_LC01_SPACET_stakeholder-pmo-entrypoint_v01.md)  
+  _Comment:_ Program cadence, milestones, resourcing, and portfolio prioritization of knots.
+- Workspace: [STK_PMO-pmo-program-management-office/](STK_PMO-pmo-program-management-office/)  
+  _Comment:_ Delivery pathways, schedules, and program-level reporting.
+
+### SE — Systems Engineering
+- Entry point: [SE — Systems Engineering](STK_SE-se-systems-engineering/00_00_IDX_LC01_SPACET_stakeholder-se-entrypoint_v01.md)  
+  _Comment:_ System architecture, ICDs, requirements decomposition, and cross-ATA interfaces.
+- Workspace: [STK_SE-se-systems-engineering/](STK_SE-se-systems-engineering/)  
+  _Comment:_ Interface governance and system-level assurance artifacts.
+
+### SAF — Safety
+- Entry point: [SAF — Safety](STK_SAF-saf-safety/00_00_IDX_LC01_SPACET_stakeholder-saf-entrypoint_v01.md)  
+  _Comment:_ Safety processes, hazard logs, safety cases, and evidence expectations (air/space worthiness).
+- Workspace: [STK_SAF-saf-safety/](STK_SAF-saf-safety/)  
+  _Comment:_ Safety knots, ATA linkages, and closure verification.
+
+### CERT — Certification & Authorities
+- Entry point: [CERT — Certification & Authorities](STK_CERT-cert-certification-authorities/00_00_IDX_LC01_SPACET_stakeholder-cert-entrypoint_v01.md)  
+  _Comment:_ Authority engagement, compliance mapping, evidence packaging rules, audit readiness.
+- Workspace: [STK_CERT-cert-certification-authorities/](STK_CERT-cert-certification-authorities/)  
+  _Comment:_ Compliance pathways and evidence acceptance criteria.
+
+### OPS — Operations
+- Entry point: [OPS — Operations](STK_OPS-ops-operations/00_00_IDX_LC01_SPACET_stakeholder-ops-entrypoint_v01.md)  
+  _Comment:_ Operational concepts, procedures, mission profiles, operational constraints and feedback loops.
+- Workspace: [STK_OPS-ops-operations/](STK_OPS-ops-operations/)  
+  _Comment:_ Ops-driven knots and operational readiness evidence.
+
+### SPACEPORT — Spaceport/Airport Ops
+- Entry point: [SPACEPORT — Spaceport/Airport Ops](STK_SPACEPORT-spaceport-spaceport-airport-ops/00_00_IDX_LC01_SPACET_stakeholder-spaceport-entrypoint_v01.md)  
+  _Comment:_ Off-board infrastructure coupling (ground ops, turnaround, fueling/servicing interfaces, constraints).
+- Workspace: [STK_SPACEPORT-spaceport-spaceport-airport-ops/](STK_SPACEPORT-spaceport-spaceport-airport-ops/)  
+  _Comment:_ Infrastructure-driven uncertainties and adoption pathways.
+
+### MRO — MRO / Maintenance
+- Entry point: [MRO — MRO / Maintenance](STK_MRO-mro-mro-maintenance/00_00_IDX_LC01_SPACET_stakeholder-mro-entrypoint_v01.md)  
+  _Comment:_ Maintainability, servicing, inspection, and evidence trails for continued air/space worthiness.
+- Workspace: [STK_MRO-mro-mro-maintenance/](STK_MRO-mro-mro-maintenance/)  
+  _Comment:_ Maintenance knots, tasking, and artifact readiness.
+
+### DATA — Data Governance
+- Entry point: [DATA — Data Governance](STK_DATA-data-data-governance/00_00_IDX_LC01_SPACET_stakeholder-data-entrypoint_v01.md)  
+  _Comment:_ SSOT definitions, schema governance, identifier discipline, data quality and stewardship.
+- Workspace: [STK_DATA-data-data-governance/](STK_DATA-data-data-governance/)  
+  _Comment:_ Registry ownership, dedup policies, and cross-ATA adoption controls.
+
+### AI — AI/ML Engineering
+- Entry point: [AI — AI/ML Engineering](STK_AI-ai-ai-ml-engineering/00_00_IDX_LC01_SPACET_stakeholder-ai-entrypoint_v01.md)  
+  _Comment:_ ML lifecycle, dataset/model governance, automated validation, TEKNIA/NKU instrumentation.
+- Workspace: [STK_AI-ai-ai-ml-engineering/](STK_AI-ai-ai-ml-engineering/)  
+  _Comment:_ AI execution lane (KNOTS/ → ATA partitioning → evidence packs).
+
+### CY — Cybersecurity
+- Entry point: [CY — Cybersecurity](STK_CY-cy-cybersecurity/00_00_IDX_LC01_SPACET_stakeholder-cy-entrypoint_v01.md)  
+  _Comment:_ Threat models, security requirements, secure-by-design controls, vulnerability governance (incl. SBOM coupling).
+- Workspace: [STK_CY-cy-cybersecurity/](STK_CY-cy-cybersecurity/)  
+  _Comment:_ Security knots and policy gates linked to CI enforcement.
+
+### TEST — IVVQ / Testing
+- Entry point: [TEST — IVVQ / Testing](STK_TEST-test-ivvq-testing/00_00_IDX_LC01_SPACET_stakeholder-test-entrypoint_v01.md)  
+  _Comment:_ Verification strategy, test evidence nodes (100+), qualification readiness, reproducible evidence chains.
+- Workspace: [STK_TEST-test-ivvq-testing/](STK_TEST-test-ivvq-testing/)  
+  _Comment:_ Test campaigns, evidence packs, and trace closure routines.
+
+---
+
+## How to use this portal (minimum workflow)
+
+1. Start from your stakeholder entrypoint.
+2. Navigate to `KNOTS/` and select the active Knot (e.g., K06).
+3. Inside the Knot, use `ATA_TASKS/` and open the relevant ATA tasklist (IDX).
+4. Close uncertainty by partitions (IDs/Schema/Exports/CI/Evidence/Decisions/Adoption), then update NKU ledgers.
+
+---
+
+## Active knots (optional curated shortcuts)
+
+- K06 — Data Governance (SSOT / Schemas / Identifiers)  
+  - AI lane: [STK_AI K06](STK_AI-ai-ai-ml-engineering/KNOTS/K06_data-governance-ssot-schemas-identifiers/)  
+  - Master K06 index: [K06 master index](STK_AI-ai-ai-ml-engineering/KNOTS/K06_data-governance-ssot-schemas-identifiers/00_00_IDX_LC01_SPACET_k06-data-governance-ssot-schemas-identifiers_v01.md)

AMPEL360-SPACE-T-PORTAL/00_00_TAB_LC01_SPACET_knot-register_v01.csv

@@ -0,0 +1,48 @@
+knot_id,title,stakeholder_id,affected_atas
+K01,certification-authority-basis,CM,"00;01;04;05;18;20;21;22;24;26;27;28;42;100;109;115"
+K04,integration-boundaries-and-icds,CM,"00;06;22;23;24;27;40;42;46;71;73;76;83;111"
+K06,data-governance-ssot-schemas-identifiers,CM,"00;06;31;45;46;90;91;93;94;95;99;101;107;109"
+K08,dpp-sbom-provenance-scope,CM,"00;85;93;94;95;98;99"
+K10,industrialization-supplychain-quality,CM,"00;05;10;20;51;70;80;82;89;100;115"
+K01,certification-authority-basis,PMO,"00;01;04;05;18;20;21;22;24;26;27;28;42;100;109;115"
+K02,conops-mission-phases,PMO,"01;02;09;10;18;21;22;27;34;100;102;112"
+K10,industrialization-supplychain-quality,PMO,"00;05;10;20;51;70;80;82;89;100;115"
+K14,reliability-growth-maintenance-intervals-health,PMO,"05;08;45;77;79;88;108;113"
+K02,conops-mission-phases,SE,"01;02;09;10;18;21;22;27;34;100;102;112"
+K04,integration-boundaries-and-icds,SE,"00;06;22;23;24;27;40;42;46;71;73;76;83;111"
+K05,model-fidelity-verification-credit,SE,"05;06;07;08;18;21;22;24;27;32;53;57;100;101;109;110;113"
+K06,data-governance-ssot-schemas-identifiers,SE,"00;06;31;45;46;90;91;93;94;95;99;101;107;109"
+K14,reliability-growth-maintenance-intervals-health,SE,"05;08;45;77;79;88;108;113"
+K01,certification-authority-basis,SAF,"00;01;04;05;18;20;21;22;24;26;27;28;42;100;109;115"
+K03,hazmat-cryo-propellants-safety-case,SAF,"12;18;26;28;47;78;81;84;110"
+K05,model-fidelity-verification-credit,SAF,"05;06;07;08;18;21;22;24;27;32;53;57;100;101;109;110;113"
+K11,human-factors-training-readiness,SAF,"01;09;10;11;12;18;25;44;84;112"
+K12,nvh-metrics-corridors-exposure,SAF,"18;61;78;110;112"
+K01,certification-authority-basis,CERT,"00;01;04;05;18;20;21;22;24;26;27;28;42;100;109;115"
+K05,model-fidelity-verification-credit,CERT,"05;06;07;08;18;21;22;24;27;32;53;57;100;101;109;110;113"
+K10,industrialization-supplychain-quality,CERT,"00;05;10;20;51;70;80;82;89;100;115"
+K02,conops-mission-phases,OPS,"01;02;09;10;18;21;22;27;34;100;102;112"
+K09,infrastructure-permitting-jurisdiction,OPS,"09;12;80;81;83;84;87;89;110"
+K11,human-factors-training-readiness,OPS,"01;09;10;11;12;18;25;44;84;112"
+K12,nvh-metrics-corridors-exposure,OPS,"18;61;78;110;112"
+K14,reliability-growth-maintenance-intervals-health,OPS,"05;08;45;77;79;88;108;113"
+K09,infrastructure-permitting-jurisdiction,SPACEPORT,"09;12;80;81;83;84;87;89;110"
+K03,hazmat-cryo-propellants-safety-case,SPACEPORT,"12;18;26;28;47;78;81;84;110"
+K11,human-factors-training-readiness,SPACEPORT,"01;09;10;11;12;18;25;44;84;112"
+K10,industrialization-supplychain-quality,SPACEPORT,"00;05;10;20;51;70;80;82;89;100;115"
+K10,industrialization-supplychain-quality,MRO,"00;05;10;20;51;70;80;82;89;100;115"
+K14,reliability-growth-maintenance-intervals-health,MRO,"05;08;45;77;79;88;108;113"
+K11,human-factors-training-readiness,MRO,"01;09;10;11;12;18;25;44;84;112"
+K06,data-governance-ssot-schemas-identifiers,DATA,"00;06;31;45;46;90;91;93;94;95;99;101;107;109"
+K08,dpp-sbom-provenance-scope,DATA,"00;85;93;94;95;98;99"
+K13,cybersecurity-zones-key-management,DATA,"23;46;83;87;90;94;98;103;111"
+K07,ai-autonomy-assurance-monitoring,AI,"22;27;42;90;96;114"
+K06,data-governance-ssot-schemas-identifiers,AI,"00;06;31;45;46;90;91;93;94;95;99;101;107;109"
+K13,cybersecurity-zones-key-management,AI,"23;46;83;87;90;94;98;103;111"
+K13,cybersecurity-zones-key-management,CY,"23;46;83;87;90;94;98;103;111"
+K06,data-governance-ssot-schemas-identifiers,CY,"00;06;31;45;46;90;91;93;94;95;99;101;107;109"
+K09,infrastructure-permitting-jurisdiction,CY,"09;12;80;81;83;84;87;89;110"
+K05,model-fidelity-verification-credit,TEST,"05;06;07;08;18;21;22;24;27;32;53;57;100;101;109;110;113"
+K10,industrialization-supplychain-quality,TEST,"00;05;10;20;51;70;80;82;89;100;115"
+K14,reliability-growth-maintenance-intervals-health,TEST,"05;08;45;77;79;88;108;113"
+K12,nvh-metrics-corridors-exposure,TEST,"18;61;78;110;112"

AMPEL360-SPACE-T-PORTAL/STK_AI-ai-ai-ml-engineering/00_00_IDX_LC01_SPACET_stakeholder-ai-entrypoint_v01.md

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+---
+title: "Stakeholder Entry Point: AI/ML Engineering (AI)"
+type: IDX
+variant: "SPACET"
+status: Draft
+stakeholder_id: "AI"
+bucket: "00"
+lc_or_subbucket: "LC01"
+description: "Primary entry point for AI/ML Engineering in AMPEL360 Space-T. Navigate knots, ATA partitions, NKU control, and TEKNIA sharing gates."
+owner: "STK_AI Lead"
+---
+
+# Stakeholder Entry Point — AI/ML Engineering (AI)
+
+This page is the **stakeholder-centric entry point** for the AI/ML Engineering lane within **AMPEL360-SPACE-T-PORTAL/**.  
+Work is organized by **Backlog Knots** (partitioned uncertainty knots). Each knot is resolved through **ATA-partitioned tasklists** and credited via **NKU progress**.
+
+---
+
+## 1) Scope
+
+AI/ML Engineering (STK_AI) owns and/or contributes to:
+- ML lifecycle governance (datasets, models, evaluation, drift monitoring)
+- Schema alignment for AI-related data (canonical models, feature schemas, telemetry schemas)
+- Traceability instrumentation for evidence (training, evaluation, verification, and deployment)
+- TEKNIA packaging gates for shareable knowledge and certifiable hybrid artifacts
+- Automation (CI checks, validators, scaffolding, and agent instruction enforcement)
+
+---
+
+## 2) Navigation Rules
+
+- **KNOTS/** is the top-level backlog structure (one folder per knot).
+- Each knot contains:
+  - **one overview index** (IDX) describing scope and closure criteria,
+  - **ATA_TASKS/** with one ATA-specific IDX per impacted ATA,
+  - evidence/decisions/exports subtrees (as defined by the ATA tasklist index structure).
+- Closure requires **Decision + Evidence** and a baseline/trace update routed through **CM**.
+
+---
+
+## 3) Active Backlog Knots (GitHub-navigable)
+
+### K06 — Data Governance (SSOT / Schemas / Identifiers)
+- Knot folder: [K06_data-governance-ssot-schemas-identifiers/](KNOTS/K06_data-governance-ssot-schemas-identifiers/)  
+  _Comment:_ Program-wide SSOT, schema governance, identifier discipline, trace semantics, DPP/BOM export integrity.
+
+- Master index: [K06 master index](KNOTS/K06_data-governance-ssot-schemas-identifiers/00_00_IDX_LC01_SPACET_k06-data-governance-ssot-schemas-identifiers_v01.md)  
+  _Comment:_ Authoritative K06 navigation hub across impacted ATAs with closure criteria and NKU controls.
+
+- ATA partitions (high-priority subset):
+  - [ATA 91 — Schemas & Canonical Models](KNOTS/K06_data-governance-ssot-schemas-identifiers/ATA_TASKS/ATA_91/91_00_IDX_LC01_SPACET_k06-ata-91-tasklist_v01.md)  
+    _Comment:_ Schema registry, versioning, compatibility, canonical primitives.
+  - [ATA 93 — Traceability Graph & Evidence Links](KNOTS/K06_data-governance-ssot-schemas-identifiers/ATA_TASKS/ATA_93/93_00_IDX_LC01_SPACET_k06-ata-93-tasklist_v01.md)  
+    _Comment:_ Node/edge semantics, evidence freshness, audit-ready snapshots.
+  - [ATA 94 — DPP](KNOTS/K06_data-governance-ssot-schemas-identifiers/ATA_TASKS/ATA_94/94_00_IDX_LC01_SPACET_k06-ata-94-tasklist_v01.md)  
+    _Comment:_ Export packs, provenance, signing coupling, redaction rules.
+  - [ATA 95 — SBOM / ModelBOM](KNOTS/K06_data-governance-ssot-schemas-identifiers/ATA_TASKS/ATA_95/95_00_IDX_LC01_SPACET_k06-ata-95-tasklist_v01.md)  
+    _Comment:_ Software/ML supply chain identity, policy gates, trace alignment.
+  - [ATA 99 — Master Registers](KNOTS/K06_data-governance-ssot-schemas-identifiers/ATA_TASKS/ATA_99/99_00_IDX_LC01_SPACET_k06-ata-99-tasklist_v01.md)  
+    _Comment:_ Namespace boundaries, dedup governance, drift monitoring.
+
+---
+
+### K07 — AI Autonomy Assurance & Monitoring
+- Knot folder: [K07_ai-autonomy-assurance-monitoring/](KNOTS/K07_ai-autonomy-assurance-monitoring/)  
+  _Comment:_ Assurance cases, runtime monitoring, autonomy constraints, safe operation envelopes (structure to be populated).
+- Entry index (to create/confirm): [K07 index](KNOTS/K07_ai-autonomy-assurance-monitoring/00_00_IDX_LC01_SPACET_k07-ai-autonomy-assurance-monitoring_v01.md)  
+  _Comment:_ Defines the uncertainty, closure criteria, and ATA partitions.
+
+---
+
+### K13 — Cybersecurity Zones & Key Management
+- Knot folder: [K13_cybersecurity-zones-key-management/](KNOTS/K13_cybersecurity-zones-key-management/)  
+  _Comment:_ Key management, zone boundaries, cryptographic identity, and CI enforcement coupling with SBOM/DPP.
+- Entry index (to create/confirm): [K13 index](KNOTS/K13_cybersecurity-zones-key-management/00_00_IDX_LC01_SPACET_k13-cybersecurity-zones-key-management_v01.md)  
+  _Comment:_ Defines the uncertainty, closure criteria, and ATA partitions.
+
+---
+
+## 4) Operating Model (Decision + Evidence + Baseline)
+
+### 4.1 Partitioned Uncertainty Resolution (NKU)
+- NKU credit is granted only when a partition is closed with:
+  - **Evidence links** (reproducible, stable targets; staleness controlled), and
+  - **Decision record** (minutes + approvals when required).
+- Each knot/ATA tasklist includes a **Control & Monitoring** section describing NKU scoring and thresholds.
+
+### 4.2 TEKNIA Sharing Gate (for publishable increments)
+A TEKTOK or shareable knowledge increment must include:
+- knot_id, ata, partitions_closed
+- referenced schema IDs / registry IDs / trace snapshot IDs
+- evidence links + decision reference
+- dedup proof (hash + namespace checks)
+- NV and sharing classification (internal/external)
+
+### 4.3 Coordination Interfaces
+- **CM (Configuration Management):** approves baseline changes, nomenclature compliance, and closure discipline.
+- **DATA (Data Governance):** owns SSOT boundaries and stewardship assignments.
+- **CY (Cybersecurity):** owns key management, threat-driven constraints, and security evidence packaging.
+- **TEST (IVVQ):** owns test evidence nodes, qualification pathways, and trace-verified evidence chains.
+
+---
+
+## 5) Execution Checklist (minimum)
+
+1. Choose the target knot (K06/K07/K13).
+2. Open the knot **master index** and select the impacted ATA tasklist.
+3. Execute tasks by partitions (IDs/Schema/Exports/CI/Evidence/Decisions/Adoption).
+4. Update NKU ledgers and evidence links.
+5. Route governance-impacting changes through CM for approval and baseline tagging.
+
+---