OGC Climate and Disaster Resilience Pilot 2024.2 Engineering Report http://www.opengis.net/doc/PER/CDRP-2024.2/D00125-01025-0102025-05-212025-03-312025-03-31 Stelios Contarinis Vyron Antoniou Micah Brachman Open Geospatial Consortium OGCendraft2025 Open Geospatial Consortium OGCGenerative AIVirtual AssistantGeospatial DataClimate DataRetrieval-Augmented Generation (RAG)Natural Language Processing (NLP)FAIR Principles (FindableAccessibleInteroperableReusable)OGC StandardsOGC API — ProcessesMachine Learning (ML)Climate Trend AnalysisCopernicus Data SourcesECMWF Climate Data Store (CDS)Green Deal Data SpaceWEkEO Environmental Data HubGIS ToolsData Search and DiscoveryMulti-Modal AISatellite Data ProcessingPrompt EngineeringGeospatial IntelligenceGPU-Powered AI InferencingData Cleaning and IndexingTraining Data Markup Language (TDML)Machine Learning as a Service (MLaaS)Code Generation for Climate Data AnalysisChain of Thought (CoT) ReasoningAI Hallucination MitigationData VisualizationMulti-LLM Model SelectionSpatial Knowledge GraphsEnvironmental Monitoringengineering-reportogctechnical