With Azure Bridge to Kubernetes being deprecated, the AKS team put mirrord to the test—debugging an LLM app (built with Streamlit + Langchain) connected to a model deployed to AKS, all within a local environment. In this video, Paul Yu from Microsoft walks through how to: 🔹 Debug a live LLM application connected to a DeepSeek model 🔹 Run and test changes locally, connected to the app running in the cloud—no build, CI/CD, or deployment delays 🔹 Stream model responses while debugging—without a local model instance In Paul’s words: "If you’re working on a project and want to test changes locally before committing them to a remote repository and going through the normal CI/CD process, mirrord is definitely worth exploring." 🎥 Watch the full video here: