ai4devops

This page outlines some of the work I did at BMW (Summer ‘25) as a Cloud/IT Intern. You can find my certificate/LOR here.

• Built AI Agents to crawl enterprise apps, generate & automatically run QA tests – eliminating script automation KPIs – called AI4SoftwareQuality. The goal was to directly integrate non-technical requirements defined for web apps during the design phase, and have them run without a long development cycle focused around Selenium/Playwright.
• Deployed MCP servers for core DevOps platforms into underline{GAIA} (internal AI platform) w/ AWS Lambda & EventBridge within SCP Cloudrooms.
• Engineered hybrid-RAG (GitHub/Confluence) connectors exposing searchable knowledge graphs in AI IDEs; validated to outperform GAIA on 10K+ LOC repos and multi-space documentation. Used Kafka and Celery to decouple services.
• Ideated and led development of “multi-agent” orchestration into GAIA w/ the South Africa Hub – Released internally in Q4 2025.
• Developed a GitHub Copilot extension for human-in-the-loop planning and direct provisioning of Azure infrastructure.