@@ -544,41 +544,41 @@ title: System Upgrade Roadmap
544544``` mermaid
545545%%{init: {'theme': 'base', 'timeline': {'disableMulticolor': true}}}%%
546546timeline
547- section Phase 1: Foundation (2026)
547+ section Phase 1 - Foundation (2026)
548548 Q1-Q2 : Monitoring system enhancements<br>Critical service optimizations
549549 Q3-Q4 : Storage performance improvements<br>DiracX readiness assessment
550- section Phase 2: Scaling (2027)
550+ section Phase 2 - Scaling (2027)
551551 Q1-Q2 : Network infrastructure upgrades<br>Compute resource expansion
552552 Q2-Q3 : Containerization pilot projects<br>Storage system procurement
553553 Q3-Q4 : Advanced orchestration deployment<br>Network upgrade completion
554- section Phase 3: Transformation (2028)
554+ section Phase 3 - Transformation (2028)
555555 Q1-Q2 : DiracX migration completion<br>Production migration approval
556556 Q2-Q3 : Full system validation<br>Advanced monitoring implementation
557557 Q3-Q4 : Performance optimization<br>Scalability validation
558558```
559559
560- ## JUNO DCI System Evolution Plan
561-
562- ### Hardware Infrastructure
563- - ** Compute Resources** : Expand GPU capabilities for ML workloads
564- - ** Storage Systems** : Upgrade to high-performance parallel file systems
565- - ** Network Fabric** : Implement dedicated science DMZ connections
566-
567- ### Software Stack
568- - ** Dirac Evolution** : Complete migration from DIRAC v8 to DiracX
569- - ** Containerization** : Full Docker/Kubernetes deployment for all services
570- - ** Orchestration** : Advanced workflow management and automation
571-
572- ### Architecture Optimization
573- - ** Microservices** : Decompose monolithic services into scalable components
574- - ** Data Management** : Implement tiered storage with intelligent caching
575- - ** Monitoring** : AI-driven predictive analytics and anomaly detection
576-
577- ### Key Objectives
578- 1 . ** Scalability** : Support 5x current workload capacity
579- 2 . ** Reliability** : Achieve 99.9% system availability
580- 3 . ** Performance** : Reduce average job completion time by 50%
581- 4 . ** Maintainability** : Simplify operations and reduce manual intervention
560+ <!-- ## JUNO DCI System Evolution Plan -->
561+ <!-- -->
562+ <!-- ### Hardware Infrastructure -->
563+ <!-- - **Compute Resources**: Expand GPU capabilities for ML workloads -->
564+ <!-- - **Storage Systems**: Upgrade to high-performance parallel file systems -->
565+ <!-- - **Network Fabric**: Implement dedicated science DMZ connections -->
566+ <!-- -->
567+ <!-- ### Software Stack -->
568+ <!-- - **Dirac Evolution**: Complete migration from DIRAC v8 to DiracX -->
569+ <!-- - **Containerization**: Full Docker/Kubernetes deployment for all services -->
570+ <!-- - **Orchestration**: Advanced workflow management and automation -->
571+ <!-- -->
572+ <!-- ### Architecture Optimization -->
573+ <!-- - **Microservices**: Decompose monolithic services into scalable components -->
574+ <!-- - **Data Management**: Implement tiered storage with intelligent caching -->
575+ <!-- - **Monitoring**: AI-driven predictive analytics and anomaly detection -->
576+ <!-- -->
577+ <!-- ### Key Objectives -->
578+ <!-- 1. **Scalability**: Support 5x current workload capacity -->
579+ <!-- 2. **Reliability**: Achieve 99.9% system availability -->
580+ <!-- 3. **Performance**: Reduce average job completion time by 50% -->
581+ <!-- 4. **Maintainability**: Simplify operations and reduce manual intervention -->
582582
583583---
584584layout: top-title-two-cols
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