Breviu
Over 10 years of software architecture and engineering experience in a wide range of industries and company sizes. With a focus on making AI solutions work in the real world.
Blogs and Previous Projects
Microsoft Build Session: Code-First LLMOps from prototype to production with GenAI tools | BRK110
Learn how to get from prototype to production with LLMOps and new developer tools for iterative debugging, evaluation, deployment, and monitoring. We’ll test and troubleshoot a copilot app using the code-first prompt flow SDK and frameworks like LangChain, interactively debugging an LLM chat application with VS Code. Then we’ll make sure it meets our thresholds for performance and safety, ship it, and ensure we can collect critical signals in production.
Empowering Your Business with AI: Introducing AI Application Templates
AI project starter templates for common GenAI scenarios. What is an AI project starter template anyway? These are GitHub repositories that have end-to-end solutions to jumpstart your AI endeavors. These templates serve as a foundation, allowing companies to harness AI benefits without reinventing the wheel.
GenAI RAG Chat Application
This sample has the full end-to-end process of creating RAG application with Prompty. It includes GPT 3.5 Turbo LLM application code, evaluations, deployment automation with AZD CLI, GitHub Actions for evaluation and deployment, an monitoring for production solutions.
AI Image Generation: Stable Diffusion in C#
This is the first and only all C# implemenation of the Stable Diffusion Image creation model.
OpenAI Whisper AI Model Implemented in C#
This project demonstrates the use of Olive to optimize an AI model for specific hardware, utilizing the Whisper Tiny English version as a case study. The optimized model is then deployed to the device and using ONNX Runtime we can execute both local and cloud-based inference.
Unreal Engine AI Real Time Style Transfer on Device
Apply a Style Transfer Neural Network in real time with Unreal Engine 5 leveraging ONNX Runtime.
Co-Authored of PyTorch: Learn the Basics
Co-Authored the Learn the Basics tutoral for creating deep learning models with PyTorch on Pytorch.org.