At Cognara, I built Opsbox, an LLM-guided deployment monitor that reads Kubernetes rollout events and logs to diagnose failed deploys and recommend what to roll back. It cut diagnosis time by about 40%.
I also set up GitHub Actions CI/CD and Terraform for agent services, taking changes from pull request to cluster without hand steps. I designed a plugin layer that lets agents connect to cloud services and developer tools through one interface.
At Cognara, I shipped AI regression-testing agents for a test-management SaaS client; parallel runs and live anomaly alerts shortened its QA-to-release cycle by 35%. I also put agent services behind REST APIs, with PostgreSQL holding run history.
At Idera, Inc., I developed an in-house LLM agent framework on GPT-4, adding tool calling, RAG over product documentation, and conversation memory. Earlier, as a Field Engineer Intern at Overhead Intelligence, I wrote Python and C++ for survey drones and supported field tests and survey-data QA.
