Prompt to Production: From LLM Prompts to Production-Ready Infrastructure

This online session covered the full journey from an initial LLM prompt to deploying production-grade infrastructure on AWS — bridging the gap between AI-assisted development and real-world cloud operations.

Speaker: Varadha B — DevOps Engineer, UROLIME

Part of the #WomenSpeakerMonth initiative by AWS UG Kozhikode.

What was covered

• Designing prompts that generate useful infrastructure code
• Evaluating and refining LLM-generated IaC (Terraform, CDK, CloudFormation)
• Testing and deploying AI-assisted infrastructure safely on AWS
• Best practices for production readiness when using Generative AI in DevOps workflows