What happens when infrastructure is no longer written only as code, but described as a prompt? In this CLOUDFEST Masterclass, Kamal Bhatt from STORDIS explains the concept of Infrastructure as Prompt — an AI-driven approach to designing, testing, documenting, and automating modern infrastructure using coding agents, digital twins, Git, GNS3, NetBox, telemetry, and real network devices. What if modern infrastructure could be designed, tested, and automated through natural language? In this episode, we feature Kamal Bhatt, Head of Value Driven Software Delivery at STORDIS, presenting his CLOUDFEST Masterclass on Infrastructure as Prompt — a new way of thinking about infrastructure automation in the age of AI coding agents. Kamal walks through the evolution of orchestration, from CLI and SNMP to SDN, REST APIs, Infrastructure as Code, and now AI-assisted workflows where prompts, skills, instructions, and MCP can help turn intent into infrastructure actions. This session explores how tools such as GitHub Copilot, GNS3, NetBox, telemetry systems, Git repositories, Draw.io, and real switches were combined in a proof of concept for AI-driven infrastructure operations. You will learn how AI agents can compare documentation with live or simulated network topologies, generate deviation reports, support digital twin workflows, identify ACL overlaps and IP conflicts, and even turn diagrams into simulated labs. The episode also looks honestly at the trust gaps that still need to be solved before AI-driven infrastructure automation can be used safely in production — including hallucinations, ambiguity, AAA, vendor differences, rollback strategies, and the need for guardrails. If you are interested in network automation, NetDevOps, AI infrastructure, digital twins, data center orchestration, or the future of Infrastructure as Code, this episode is for you. You will discover: How infrastructure orchestration evolved from CLI and SNMP to APIs and Infrastructure as CodeWhat “Infrastructure as Prompt” means in practiceHow AI coding agents can support infrastructure operationsWhy Git repositories matter for backups, generated code, and reference designsHow GNS3, NetBox, telemetry, and real switches can work together in an AI workflowHow hand-drawn diagrams and Draw.io files can become topology simulationsWhy digital twins and guardrails are essential before production useWhere the biggest trust gaps are in AI-driven infrastructure automation 00:00 Intro00:55 Evolution of orchestration: CLI, SNMP, SDN, REST, IaC01:58 From code to prompt03:03 What Infrastructure as Prompt means04:27 Proof of concept architecture06:44 Prompts, skills, instructions, and MCP07:39 GNS3, NetBox, telemetry, and real switches09:33 Why Git repositories matter12:07 Device skills and automated backups15:33 GNS3 REST API automation17:20 Comparing GNS3 topology with NetBox documentation19:03 Digital twins, GitHub issues, ACL overlaps, and IP conflicts21:28 Turning diagrams into GNS3 labs23:29 Trust gaps in AI-driven orchestration25:57 Digital twins, guardrails, and validation28:10 Q&A Presentation:https://stordis.com/wp-content/uploads/2026/04/Kamal-Krishna-Bhatt_Infrastructure-As-Prompt_Stordis-GmbH-.pdf Kamal Bhatt YouTube Channel:https://www.youtube.com/@UCGZUFgtdxAkUIyiS-YU9XpQ STORDIS:https://www.stordis.com Support:support@stordis.com