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retkowsky

Azure-AIGEN-demos

Microsoft Foundry (demos, documentation, accelerators).

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Created 2023-09-05 · Updated 2026-10-09 · #14191 today
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Microsoft Foundry

Microsoft Foundry is a unified Azure platform-as-a-service offering for enterprise AI operations, model builders, and application development. This foundation combines production-grade infrastructure with friendly interfaces, enabling developers to focus on building applications rather than managing infrastructure.

Microsoft Foundry unifies agents, models, and tools under a single management grouping with built-in enterprise-readiness capabilities including tracing, monitoring, evaluations, and customizable enterprise setup configurations. The platform provides streamlined management through unified Role-based access control (RBAC), networking, and policies under one Azure resource provider namespace.

Microsoft Foundry portal

Latest Content

New content (27 May 2026)

Item Description Link
🔥 Prompt Agent Prompt Agent quickstart https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/Prompt Agent/Foundry Prompt Agents.ipynb

New content (27 April 2026)

Item Description Link
🔥 gpt-image-2 gpt-image-2 https://github.com/retkowsky/Azure-AIGEN-demos/tree/main/gpt-image-2

New content (19 February 2026)

Item Description Link
🔥 mistral-document-ai-2512 mistral-document-ai-2512 https://github.com/retkowsky/Azure-AIGEN-demos/tree/main/mistral-document-ai-2512

New content (16 February 2026)

Item Description Link
🔥 Image Anomaly Detection with Cohere Embed 4 on Azure AI Foundry Image Anomaly Detection https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/anomaly_detection_cohere_embed4/Image Anomaly Detection with Cohere Embed 4 on Azure AI Foundry.ipynb
🔥 Auto-Tagging Images with Cohere Embed 4 on Microsoft Foundry Auto tagging https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/auto_tagging_cohere/auto_tagging_cohere_embed4_azure.ipynb

New content (06 February 2026)

Item Description Link
🔥 gpt-5.2 models gpt-5.2 examples https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/gpt-5.2/gpt52_models.ipynb

New content (02 February 2026)

Item Description Link
🔥 Azure Prices Fetcher Azure API pricing. https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/Pricing/azure_prices_fetcher.ipynb

New content (27 January 2026)

Item Description Link
🔥 gpt-realtime-mini gpt-realtime-mini with Microsoft Foundry. https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/gpt-realtime-mini/gpt_realtime_mini_azure.ipynb

New content (16 January 2026)

Item Description Link
🔥 Azure AI Agent MCP Azure AI Agent with MCP connexion. https://github.com/retkowsky/Azure-AIGEN-demos/blob/main/MCP/MCP_Microsoft_Learn_Chatbot.ipynb

New content (09 September 2025)

Item Description Link
🔥 Mistral Document AI End‑to‑end examples of Mistral Document AI within Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Mistral Document AI/Mistral Document AI with Azure AI Foundry.ipynb
🔥 Flux.1 Kontext Pro – Text & Image‑to‑Image Image editing scenarios using Flux.1 Kontext Pro with Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Flux.1 Kontext Pro/Image Edition with Flux.1 Kontext Pro with Azure AI Foundry.ipynb
🔥 Flux1.1 Pro – Text‑to‑Image High‑quality text‑to‑image generation using FLUX‑1.1‑pro in Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/blackforestslabs/flux1.1pro/Text to image with FLUX-1.1-pro in Azure AI Foundry.ipynb

New content (26 August 2025)

Item Description Link
🔥 GPT‑5 demo examples GPT‑5 usage patterns and reference scenarios in Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt5/Azure AI Foundry - gpt5.ipynb

New content (26 June 2025)

Item Description Link
🔥 Azure AI Agent Service – Bing integration (update) Updated Bing search integration with Azure AI Agent Service. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/6 Azure AI Agent service - Bing integration.ipynb
🔥 Azure AI Agent Service – Custom Bing integration Customizable Bing‑based agents with Azure AI Agent Service. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/7 Azure AI Agent service - Custom Bing agent.ipynb
🔥 Azure AI Agent Service – Connected agents Patterns for orchestrating multiple connected agents. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/8 Azure AI Agent service - Connected agents.ipynb
🔥 Grok with Azure AI Foundry Integration scenarios using Grok models within Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Grok/Grok with Azure AI Foundry.ipynb
🔥 Phi‑4 reasoning with Azure AI Foundry Advanced reasoning workflows using Phi‑4 in Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/phi-4 reasoning/Phi-4 reasoning with Azure AI Foundry.ipynb
🔥 Generative AI model tracing with Azure AI Foundry Observability and tracing for generative AI workloads. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/tracing/Azure AI Foundry tracing.ipynb
🔥 Agents evaluator with Azure AI Foundry Evaluation of agentic workflows and behaviors. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Agents evaluators.ipynb
🔥 Azure OpenAI evaluators with Azure AI Foundry Built‑in evaluators for Azure OpenAI workloads. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Azure OpenAI evaluators.ipynb
🔥 Evaluators with Azure AI Foundry General evaluation flows for generative applications. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Evaluators.ipynb
🔥 Custom evaluators with Azure AI Foundry Authoring and integrating custom evaluation logic. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Custom evaluators.ipynb
🔥 Retrieval evaluators with Azure AI Foundry Quality evaluation for retrieval and RAG scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Retrieval evaluators.ipynb
🔥 Risk and safety evaluators with Azure AI Foundry Risk, safety, and compliance‑oriented evaluation flows. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Observability/Risk and safety evaluators with Azure AI Foundry.ipynb

New content (02 June 2025)

Item Description Link
🔥 SORA with Azure AI Foundry End‑to‑end SORA integration scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/sora/SORA with Azure AI Foundry.ipynb
🔥 Image‑to‑video with GPT‑4o and SORA Image‑to‑video generation pipeline using GPT‑4o and SORA. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/sora/Image to Video with gpt4o and SORA.ipynb
🔥 Video‑to‑video with GPT‑4o and SORA Video transformation workflows combining GPT‑4o and SORA. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/sora/Video to Video with gpt4o and SORA.ipynb
🔥 Agentic retrieval in Azure AI Search Practical scenarios for agentic retrieval using Azure AI Search. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Agentic RAG/Introducing agentic retrieval in Azure AI Search.ipynb
🔥 Model router Routing requests dynamically across multiple models. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Model router/Model router.ipynb

New content (21 May 2025)

AutoGen series

Item Description Link
🔥 AutoGen – Settings Configuration patterns and best practices for AutoGen. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Introduction Conceptual and architectural introduction to AutoGen. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Simple agent for financial analysis Scenario using AutoGen agents for financial data analysis. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Azure AI Agent integration Integration of AutoGen with Azure AI Agent Service. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Chatbot Chat‑oriented agent implementation with AutoGen. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Enabling LLM‑powered agents to cooperate Coordinating multiple agents collaboratively. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Multi‑agents Multi‑agent orchestration patterns. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Multi‑agent with image generation Multi‑agent workflows integrating image generation. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Human interaction Human‑in‑the‑loop interactions within AutoGen flows. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen
🔥 AutoGen – Multimodal Multimodal scenarios (text, image, etc.) with AutoGen. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Autogen

New content (30 April 2025)

Azure AI Agent Service

Item Description Link
🔥 Single‑agent pattern Basic, single‑agent implementation with Azure AI Agent Service. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/1 Azure AI Agent service - Single agent.ipynb
🔥 Multi‑agent orchestration Coordination of several agents for complex workflows. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/2 Azure AI Agent service - Many agents.ipynb
🔥 File search (simple RAG) Simple retrieval‑augmented generation over files. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/3 Azure AI Agent Service - File Search.ipynb
🔥 Code interpreter (EDA on a dataset) Exploratory data analysis using the code interpreter tool. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/4 Azure AI Agent service - Code interpreter.ipynb
🔥 User function (Azure Maps Weather Services) Function‑calling integration with Azure Maps Weather Services. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/5 Azure AI Agent service - Function calling.ipynb
🔥 Bing Search integration Using Bing Search as a tool from agents. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure Agent Service/6 Azure AI Agent service - Bing integration.ipynb

New content (29 April 2025)

GPT‑image‑1 on Azure AI Foundry

Item Description Link
🔥 Image generation Text‑to‑image generation scenarios with gpt‑image‑1. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt-image-1/Azure AI Foundry gpt-image-1 - Image generation.ipynb
🔥 Image editing Image editing workflows based on existing images. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt-image-1/Azure AI Foundry gpt-image-1 - Image edition.ipynb
🔥 Image composition Composing multiple elements into a single generated image. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt-image-1/Azure AI Foundry gpt-image-1 - Image Compose.ipynb
🔥 Image inpainting Inpainting and localized image modification scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt-image-1/Azure AI Foundry gpt-image-1 - Image Inpainting.ipynb

New content (18 April 2025)

Item Description Link
🔥 Mistral in Azure AI Foundry General Mistral model usage in Azure AI Foundry. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/mistral/mistral.ipynb
🔥 Mistral OCR in Azure AI Foundry OCR‑oriented scenarios using Mistral. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/mistral/mistral OCR.ipynb
🔥 o1 on images Image‑centric reasoning and analysis using the o1 model. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/o1/o1 on images.ipynb
🔥 Stored completions with Azure AI Foundry Using stored completions to optimize performance and cost. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Stored completions/Stored completions.ipynb
🔥 Responses API examples Core usage patterns of the Responses API. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Responses API/Responses API examples.ipynb
🔥 Responses API web app Web application example built on top of the Responses API. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Responses API/Responses API webapp.ipynb
🔥 GPT‑4.1 examples Reference workflows for GPT‑4.1 in Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt41/gpt41.ipynb
🔥 gpt‑4o mini TTS Text‑to‑speech scenarios with gpt‑4o mini. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt4ominiTTS/gpt4ominiTTS.ipynb
🔥 gpt‑4o mini transcription Speech‑to‑text and transcription examples with gpt‑4o mini. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/gpt4ominitranscribe/gpt-4o mini transcribe.ipynb
🔥 o4‑mini examples Text‑focused o4‑mini usage scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/o4mini/Azure OpenAI o4 mini examples.ipynb
🔥 o4‑mini on images Image‑based workflows with o4‑mini. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/o4mini/o4 mini examples on images.ipynb

New content (14 February 2025)

Item Description Link
🔥 o1‑mini Compact, cost‑efficient reasoning with o1‑mini. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/o1/Azure OpenAI o1 mini examples.ipynb
🔥 o3‑mini Advanced lightweight reasoning with o3‑mini. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/o3/Azure OpenAI o3 mini examples.ipynb
🔥 GPT‑4o fine‑tuning (text) Text classification with a fine‑tuned GPT‑4o model. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Gpt-4o-Text-FineTuning/Text classification with gpt-4o fine tuned model.ipynb

New content (06 February 2025)

Item Description Link
🔥 Azure OpenAI audio generation Audio generation flows using GPT‑4o. https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Azure OpenAI audio generation/Azure OpenAI Gpt4o Audio.ipynb

New content (23 January 2025)

Item Description Link
🔥 Image classification with gpt‑4o Baseline image classification with GPT‑4o. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/gpt-4o-image-classification
🔥 gpt‑4o model fine‑tuning for image classification Fine‑tuning GPT‑4o for industrial image classification (NEU dataset). https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/gpt-4o-image-classification-finetuning

New content (16 January 2025)

Item Description Link
🔥 AI audio and video podcast generator Automated podcast production with Azure OpenAI, Azure AI Document Intelligence, and Azure AI Speech. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/AI podcast generation
🔥 GPT‑4o fine‑tuning for VQA Visual question answering using a fine‑tuned GPT‑4o model. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Gpt-4o Fine tuning

Azure OpenAI Demos – Thematic Overview

Area Description Link
Azure OpenAI basics Introductory scenarios for getting started with Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Basics
Azure OpenAI quick demos Short, workshop‑oriented samples. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Azure Open AI quick demos
Vector embeddings Embeddings for text, images, and audio. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Embeddings
Embeddings with pandas Embedding patterns over pandas data frames. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Embeddings with Pandas
Azure Computer Vision and LangChain Using Azure Computer Vision with LangChain. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Azure Computer Vision and Langchain
Azure Cognitive Search – vector search & JSON Vector search and JSON document analysis with Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Azure Cognitive Search Vector Search Code Sample with Azure OpenAI
Python code analysis Analysis of Python notebooks with LangChain and Azure Cognitive Search. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Code analysis with Langchain %2B Azure OpenAI %2B Azure Cognitive Search (vector store)
PDF document analysis PDF analysis workflows using LangChain, Azure OpenAI, and Azure Cognitive Search. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Lanchain with Azure Open AI (PDF files) and Azure Cognitive Search
LLaMA Introductory LLaMA‑based scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Llama
DALL‑E 2 image generation Image generation with DALL‑E 2 in Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Artificial images with Dall-e 2
Python function integration Function calling and Python function orchestration. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Python functions integration
Video Indexer analysis Analysing Azure Video Indexer transcripts with Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Video Indexer analysis
Email response generation Intelligent reply generation for email content. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Email response generation
Wikification Entity‑centric enrichment and wikification flows. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Wikification
Resume analysis CV/resume parsing, extraction, and scoring. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Resume analysis
Text analytics & sentiment Text analytics and sentiment analysis with Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Text analytics with Azure Open AI
Prompt Flow model invocation Calling deployed Prompt Flow models from code. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/PromptFlow model deployment
From text to emojis Emoji‑based categorisation of text. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/From text to emoji
Code optimization and conversion Refactoring, optimisation, and language conversion of code. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Code Optimization and conversion
PowerPoint generation Automatic PowerPoint generation with Azure OpenAI. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/PowerPoint generation with Azure Open AI
FHIR analysis Healthcare FHIR data analysis scenarios. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/FHIR analysis
Utilities Reusable utilities for Azure OpenAI projects. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Utilities
Meeting audio analysis End‑to‑end flow for meeting audio analysis with Azure OpenAI and Azure Speech. https://github.com/retkowsky/Azure-OpenAI-demos/tree/main/Analyse audio meeting notes with Azure Open AI and Azure Speech Services

Documentation

Item Description Link
Microsoft Foundry – product page Product overview, capabilities, and pricing. https://azure.microsoft.com/en-us/products/ai-foundry/#AI-Foundry-Hero
What is Microsoft Foundry? Conceptual documentation and key architectural concepts. https://learn.microsoft.com/en-us/azure/ai-foundry/what-is-azure-ai-foundry

Author

Field Details
Name Serge Retkowsky
Created 05 September 2023
Last updated 27 May 2026
Email serge.retkowsky@microsoft.com
LinkedIn https://www.linkedin.com/in/serger/
Medium publications https://medium.com/@sergems18/
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