Ideas for Building and Operating the Next Generation of Telecom Systems

From Automation to Decisions: Governing Agentic Network Operations

Agentic AI systems in network operations require new governance patterns — covering execution boundaries, audit trails, human-in-the-loop thresholds and failure recovery.

8 min read14 Jul 2026

Cloud & Platform

GitOps for Multi-Cluster OpenShift: From Drift to Desired State

Managing configuration consistency across multiple OpenShift clusters requires a disciplined GitOps architecture — covering sync policies, drift detection, secret management and rollback.

7 min read30 Jun 2026

AI & Agentic Systems

Private AI Cloud: Where Training, RAG and Inference Should Run

Not all AI workloads belong in the same environment. Training, retrieval-augmented generation and inference have different resource, latency and governance profiles.

6 min read16 Jun 2026

Migration

Migration Factory 2.0: AI-Assisted Discovery and Wave Planning

Adding AI-assisted discovery and dependency mapping to migration factory workflows reduces wave planning time and improves accuracy of dependency capture before cutover.

8 min read11 Aug 2026

OSS & Automation

From Technical RCA to Customer-Ready RFO

Translating internal root cause analysis into an accurate, clear and customer-appropriate reason for outage document is a discipline that many operations teams underinvest in.

Graph-Backed Inventory: Why TMF APIs and Topology Models Need Each Other

TMF Open APIs provide the interface contract. Graph topology models provide the traversal capability. Neither is sufficient without the other for reliable network inventory.

7 min read21 Jul 2026

External Reading

Industry Radar

Curated reading from recognised technology and telecom sources. All links open the original article — no body text is reproduced here.

TM Forum

Autonomous Networks: Progress and the Standards That Enable Them

TM Forum's autonomous networks framework outlines the maturity levels and API standards that underpin closed-loop operations. Relevant context for any OSS modernization discussion.

Red Hat

OpenShift Platform Engineering: What It Means for Operations Teams

Red Hat's platform engineering perspective covers how internal developer platforms built on OpenShift change the relationship between operations and development teams.

CNCF

Cloud Native Landscape: Navigating the Ecosystem for Telecom Use Cases

The CNCF landscape is an essential reference for understanding how cloud native tooling is evolving, particularly for network functions and telecom platform engineering.

Nokia

Network as a Platform: OSS as the Foundation for AI Operations

Nokia's perspective on OSS as an AI-ready platform covers data plane requirements, inventory modernization and the role of network topology in enabling intelligent operations.

AWS

Telecom Cloud: Why Hybrid Architectures Remain the Dominant Pattern

AWS's telecom cloud perspective acknowledges that most CSPs are operating hybrid architectures for the foreseeable future, with implications for workload placement and security.

OpenAI

Building Agentic Systems: API Patterns for Production Agents