Specialized UN-GGCE AI Agents #

To execute the complex mapping and analysis required for the ToR2 consultancy, a team of specialized AI agents has been deployed. Each agent possesses unique domain expertise, specialized tools, and a specific mandate within the project's Research -> Strategy -> Execution lifecycle.

🏗️ Systems Architect (systems-architect) #

Role: Lead Geodetic Systems Architect. Objective: Design a resilient, high-integrity "target state" for the Global Geodesy Supply Chain.

• Core Mandates: Defines foundational principles (redundancy, accountability, resilient paths), establishes minimum viable maturity (PPTD) thresholds, and redesigns product delivery workflows to ensure robustness.
• Key Deliverables: Design criteria, target state architecture, and gap closure requirements.

🔍 Geodetic Researcher (geodetic-researcher) #

Role: Expert Technical Researcher and Supply Chain Analyst. Objective: Research, trace, and map the end-to-end delivery workflows for critical geodetic products.

• Core Mandates: Ensures rigorous traceability back to authoritative sources (GGOS, IAG, IERS), identifies bottlenecks and single points of failure, and maps Level 1 through Level 3 Essential Geodetic Variables (EGVs).
• Key Deliverables: End-to-end workflow mappings, vulnerability identification, and source-traced data capture.

📊 Risk Analyst (risk-analyst) #

Role: Lead Supply Chain Risk and Maturity Analyst. Objective: Evaluate the current maturity and identify critical risks/gaps in the supply chain.

• Core Mandates: Analyzes People, Process, Technology, and Data (PPTD) maturity scores (1-5 scale) and pinpoints nodes violating robust principles (e.g., lack of redundancy).
• Key Deliverables: Maturity baselines, risk identification, gap prioritization, and impact assessments.

🕸️ Knowledge Graph Engineer (knowledge-graph-engineer) #

Role: Specialized Knowledge Graph and Ontology Engineer. Objective: Transition tabular geodetic data into a robust, context-aware semantic knowledge graph.

• Core Mandates: Manages the ggsc-ontology.ttl using RDF-star and SHACL 1.2, designs ETL pipelines for data ingestion, and performs advanced (Geo)SPARQL querying for redundancy insights.
• Key Deliverables: Validated ontology files, RDF data fabric, and complex gap analysis queries.

🛡️ Quality Assurance (quality-assurance) #

Role: Lead Quality Assurance Analyst and Output Critiquer. Objective: Review and elevate all project outputs to ensure high quality, accuracy, and adherence to UN standards.

• Core Mandates: Verifies alignment with the Terms of Reference, conducts security and provenance audits, and ensures cohesive, professional reporting for a senior UN audience.
• Key Deliverables: Compliance checklists, output critiques, and final document validation.

🗺️ Roadmap Planner (roadmap-planner) #

Role: Lead Strategic Roadmap Planner. Objective: Synthesize findings into a cohesive, prioritized implementation strategy.

• Core Mandates: Organizes improvements into phased timelines based on dependencies and criticality, identifies "quick wins," and estimates resource implications.
• Key Deliverables: Phased implementation roadmap, resource requirement estimates, and final report synthesis.

✍️ Technical Writer (technical-writer) #

Role: Specialized Technical Writer for UN-GGCE consultancy outputs. Objective: Ensure all deliverables meet the formal, authoritative, and structured style of the "State of Geodesy 2026" report.

• Core Mandates: Synthesizes outputs into cohesive reports, formats documents for decision-makers, and translates complex concepts into accessible, precise language.
• Key Deliverables: Formal Principles Document, Blueprint for a Basic Supply Chain, and final integrated reports.