Agentic AI Reference Architecture

Infrastructure · Infrastructure resource

Persistent Volume

Infrastructure resourceInfrastructureInfrastructurearc:PersistentVolume

Durable block, network-attached or local storage provisioned to containers through a storage claim, surviving pod restarts and rescheduling.

Responsibility. Provides storage that outlives individual container instances.

Also known as: Persistent volume claim, PVC, Named Docker volume, SSD-backed volume

hostshostshostsVector Index Store: hostsVector Index StoreSelf-Managed Vector Index Store: hostsSelf-Managed Vector Inde…Model Artifact Cache: hostsModel Artifact Cache
Direct neighbourhood (hover for relationship types)

Relationships

hosts structural

Quantitative guidance

As stated by the sources; verify before use.

Classification

Patterns
Storage abstraction via claimsReadOnlyMany shared mounts
Technologies
Kubernetes PersistentVolumeClaimStorageClassAWS EBS gp3GCP Persistent SSD
Quality attributes
Reliability (ISO/IEC 25010 | NIST AI RMF: valid and reliable)Flexibility (ISO/IEC 25010)
Risks mitigated
Loss of embeddings and conversation history on pod restart

Sources

  1. Ch4.3: T. Nguyen, "Container Orchestration and Edge Deployment," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 4.3. ISBN: 9798244538229.
  2. Ch6.2B: T. Nguyen, "Production Vector Database Deployment," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 6.2B. ISBN: 9798244538229.
  3. Ch6.5: T. Nguyen, "Production RAG Systems," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 6.5. ISBN: 9798244538229.