Architecture Patterns for Telecom OSS, Cloud Platforms and Governed AI
Reference designs, engineering approaches and implementation patterns created from Azalio's work across OSS modernization, platform operations, automation and AI.
Patterns must be adapted to your environment, product versions, security policies and vendor architecture.
Reference Patterns and Design Guidance
Multi-Agent Inventory Intelligence Reference Architecture
Supervisor, domain agents, graph database and topology canvas working together to deliver query, enrichment and change-detection across network inventory domains.
Evidence-Linked OCP RCA Reasoning Funnel
A structured reasoning funnel combining deterministic OpenShift checks, event correlation, AI-assisted explanation and human approval — producing evidence-linked root cause analysis.
TMF API and Graph Inventory Integration Pattern
Connecting TMF Open API inventory endpoints to a semantic graph model — enabling topology-aware queries, relationship traversal and AI-ready network context.
Multi-Cluster OpenShift GitOps Operating Model
An operating model for managing configuration consistency, drift detection, secret handling and rollback across a fleet of OpenShift clusters using ACM and ArgoCD.
CNF Onboarding Across Day-0, Day-1 and Day-2
A structured lifecycle pattern for cloud-native network function onboarding — covering packaging, deployment validation, operational handover and rollback governance.
Migration Governance and Validation Gates
A governance model for migration programs covering discovery approval, wave planning, pre-cutover validation gates, rollback conditions and post-migration evidence.
Private AI Cloud Landing Zone
A reference landing zone for private AI cloud on OpenShift AI — covering GPU node pools, model serving, training pipelines, RAG infrastructure and governance controls.
RFO/RCA Data Boundary and Approval Model
A data boundary and approval model for separating internal RCA from customer-facing RFO — with enrichment gates, CRM integration, tiered approval and audit controls.
How to Apply Reference Patterns
Reference patterns describe an approach. They require adaptation to your specific environment, constraints and vendor landscape.
Read the problem statement
Understand what specific engineering or operational problem the pattern addresses before evaluating fit.
Review context and assumptions
Check whether the listed prerequisites, platform versions and constraints match your environment.
Assess the architecture
Evaluate component responsibilities, data flows and governance controls against your own architectural standards.
Adapt and validate
Modify the pattern for your environment. Run with an Azalio architect to validate against your specific program constraints.
Discuss how a reference pattern maps to your environment
Azalio architects can validate these patterns against your platform constraints, security policies and vendor landscape.