At 3Pillar, I build Python automation for Cisco FMC and FTD, integrating workflows into Jenkins CI/CD and investigating failed test runs against logs and live device state. I also implemented an Azure OpenAI layer that generates test pipelines from topology, feature, and upgrade-path descriptions.
I’ve extended site-to-site VPN upgrade tests and built an AI-assisted workflow for migrating legacy FMC API integrations to REST. In my GNS3 projects, I’ve developed pyATS-based network testing and recovery workflows, recursive CDP discovery, and a local RAG chatbot for documents and market data.

