From legacy infra to AI agents
10+ years of automation
Victor Langlois
DevOps & AI Expert · Cloud Architect
10+ years of experience. I have worked across every generation of infrastructure: from classified bare metal to multi-tenant Kubernetes, through the Cloud. At every step, I automated.
Legacy infrastructure & classified defense
I started out in highly secured on-premise environments (Technicatome, nuclear research) - 200-300 VMs, VMware, SQL Server, and more. Under classified defense constraints. Even then, I was automating deployment with PowerShell. I was doing DevOps before the term really existed.
Cloud & AWS certifications
The move to Cloud, with 4 certifications: 3x AWS (Cloud Practitioner, Solutions Architect, SysOps Administrator) + Azure (Fundamentals). Multi-cloud management, Infrastructure as Code with Terraform, and growing expertise in distributed architectures.
Kubernetes at scale
At ITSF (Xavier Niel's holding), I industrialized CI/CD for international telecom operators: 80+ microservices on the main stack (Java), plus Node.js, Python/Flask and Angular applications - across 30+ environments (Kubernetes, Rancher). GitOps implementation (FluxCD/ArgoCD), and a complete CI/CD library built to make dev teams autonomous.
Today: AI & intelligent agents
The logical next step: using AI to automate automation itself. I build AI agents that draw on my 10+ years of field experience. The goal: to instil that knowledge in them, so they can solve problems that took me years to master.
References
Telecom operators (via ITSF)
- EIR (Ireland)
- Salt (Switzerland)
- Monaco Telecom
- Millicom (Latin America)
- Epic (Cyprus, Malta)
Public sector & research
- Government of Monaco
- Monaco Hospital
- Technicatome (nuclear)
"I automated at every generation of infrastructure. Now I automate automation itself, with AI."
Contact
To talk through your automation projects, DevOps transformation or AI integration: