Forgebook is a Microsoft Foundry cookbook of runnable Jupyter notebook recipes, hands-on AI guides, and examples for building agents, model inference, and multimodal apps.https://microsoft-foundry.github.io/forgebook/preview/pr-119/en-usTue, 06 Oct 2026 00:00:00 GMThttps://github.com/microsoft-foundry/forgebookhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/acu-dynamic-hitl/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/acu-dynamic-hitl/Turn Azure Content Understanding confidence scores into a per-field human-review policy: set one catch target, ship a CSV, and measure what it saves on unseen documents.Tue, 06 Oct 2026 00:00:00 GMTcontent-understandingevaluationgovernanceintelligent-document-processingforward-deployed-engineeringColin Murphyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-gpt-4o-mini-to-gpt-5-1/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-gpt-4o-mini-to-gpt-5-1/Port a Chat Completions app from gpt-4o-mini to gpt-5.1: rename max_tokens to max_completion_tokens, remove unsupported sampling, and use reasoning_effort and verbosity.Tue, 07 Jul 2026 00:00:00 GMTmodelsinferencechat-completionsreasoningresponsesazure-openaiMeera Kuruphttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-gpt-5-5-to-claude-opus-4-8/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-gpt-5-5-to-claude-opus-4-8/Move a Chat Completions workload from GPT-5.5 to Claude Opus 4.8 on Microsoft Foundry with one adapter, side-by-side eval gates, structured output retries, streaming normalization, and rollout checks.Tue, 30 Jun 2026 00:00:00 GMTmodelsinferenceevaluationsdkazure-openaianthropicMeera Kuruphttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/llamacloud-index-v2-azure-ai-search/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/llamacloud-index-v2-azure-ai-search/Land LlamaCloud Index V2 parses in your own Azure AI Search using the official index-v2-data-sinks exporter, then query them with LlamaIndex Retrieval Harness primitives.Mon, 29 Jun 2026 00:00:00 GMTretrievalragazure-ai-searchindexesllamaindexidentityiqFarzad Sunavalahttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-oyd-to-foundry-iq/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/migrate-oyd-to-foundry-iq/Replace On Your Data with a Foundry IQ KB using your existing Search index, auto retrieval, and answer synthesis. Add a Prompt Agent when you need tools or workflows beyond corpus chat.Wed, 17 Jun 2026 00:00:00 GMTiqretrievalgroundingragazure-ai-searchazure-openaiFarzad Sunavalahttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mastering-foundry-toolbox/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mastering-foundry-toolbox/End-to-end walkthrough of Toolboxes in Microsoft Foundry: every tool type, identity, Tool Search, versioning, governance, and consuming from Agent Framework, LangGraph, and Copilot SDK.Sun, 07 Jun 2026 00:00:00 GMTtoolboxtoolsmcpagentsagent-servicehosted-agentsagent-frameworklanggraphgovernanceidentityZhuoqun Lihttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/azure-ai-search-custom-schema-citations/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/azure-ai-search-custom-schema-citations/Get real url/title citations from the Azure AI Search tool when your index fields aren't named url/title/content — register the index as an asset with a FieldMapping and use index_asset_id.Fri, 05 Jun 2026 00:00:00 GMTazure-ai-searchagentsagent-servicetoolsgroundingretrievalFarzad Sunavalahttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/foundry-agent-part-1/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/foundry-agent-part-1/Step-by-step tutorial to deploy gpt-5.4-mini on Microsoft Foundry, create an AI agent with Web Search, and test it — all from the Foundry portal. Part 1 of 4.Tue, 02 Jun 2026 00:00:00 GMTagentsagent-serviceprompt-agentstoolsweb-searchNick Bradyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/foundry-agent-part-2/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/foundry-agent-part-2/Connect your agent to Microsoft Learn and GitHub MCP servers. Handle MCP approval requests, explore the tool catalog, and see your agent defined in YAML and Python.Tue, 02 Jun 2026 00:00:00 GMTagentsagent-servicetoolsmcpsdkNick Bradyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2/MAI-Image-2 and MAI-Image-2e text-to-image notebook with prompt variations, parameter tuning, and token-based cost calculations.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferenceimagesimage-generationmultimodalAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2-5/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2-5/Private-preview MAI-Image-2.5 notebook covering text-to-image generation, image edits, safety reminders, and troubleshooting.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferencemultimodalAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2-foundry/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-image-2-foundry/Foundry-focused MAI-Image-2 notebook covering deployment-based calls, prompt variants, and cost breakdown.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferenceimagesimage-generationmultimodalAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-transcribe-1-5/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-transcribe-1-5/Speech API multipart cookbook for MAI-Transcribe-1.5 covering baseline transcription, verbatim mode, phrase-list entity biasing, and language identification.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferencemultimodalAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-transcribe-1-foundry/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-transcribe-1-foundry/Entra-first MAI-Transcribe-1 notebook with Foundry endpoint setup, local audio transcription, translation, diarization fallback guidance, and cost estimation.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferencespeechtranscriptionaudioAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-voice-1-foundry/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-voice-1-foundry/MAI-Voice-1 notebook using Foundry endpoint with REST and SDK patterns, long-form synthesis, and character-based cost estimation.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferencespeechtext-to-speechaudioaudio-generationAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-voice-2/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mai-voice-2/MAI-Voice-2-Preview notebook with REST calls, multilingual prebuilt voices, gated voice-prompting guidance, and model-card-aligned preview notes.Tue, 02 Jun 2026 00:00:00 GMTmaimodelsinferencemultimodalAnirban Gangulyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mastering-foundry-iq/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/mastering-foundry-iq/End-to-end Foundry IQ walkthrough: every Knowledge Source type, one unified Knowledge Base, and integrations with Foundry Agent Service and Microsoft Agent Framework.Tue, 02 Jun 2026 00:00:00 GMTiqretrievalgroundingazure-ai-searchmcpagentsagent-serviceagent-frameworkFarzad Sunavalahttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/microsoft-iq-in-foundry/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/microsoft-iq-in-foundry/Build your own knowledge layer in Foundry IQ: start with your own files (zero setup), then layer in Web IQ, Work IQ, and Fabric IQ, and query every source with one call.Tue, 02 Jun 2026 00:00:00 GMTiqretrievalgroundingazure-ai-searchmcpagentsagent-serviceFarzad Sunavalahttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/sora-video-generation-rest-api/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/sora-video-generation-rest-api/Use Azure OpenAI REST calls to generate a Sora 2 clip, reuse a frame as an image reference, and add ambient audio.Tue, 02 Jun 2026 00:00:00 GMTazure-openaivideovideo-generationaudioaudio-generationmultimodalresponsible-aiNick Bradyhttps://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/browser-automation-invoice-and-research/https://microsoft-foundry.github.io/forgebook/preview/pr-119/notebook/browser-automation-invoice-and-research/Draft a synthetic invoice form without submitting it, then research three public sites with Microsoft Foundry, Playwright Workspaces MCP tools, and validated browser evidence.agentsagent-serviceprompt-agentstoolsmcpstructured-outputsresponsible-aiArun Kumar Thiagarajan