Forgebook

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.

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.

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.

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.

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.

MAI-Image-2 and MAI-Image-2e text-to-image notebook with prompt variations, parameter tuning, and token-based cost calculations.

Private-preview MAI-Image-2.5 notebook covering text-to-image generation, image edits, safety reminders, and troubleshooting.

Foundry-focused MAI-Image-2 notebook covering deployment-based calls, prompt variants, and cost breakdown.

Speech API multipart cookbook for MAI-Transcribe-1.5 covering baseline transcription, verbatim mode, phrase-list entity biasing, and language identification.

Entra-first MAI-Transcribe-1 notebook with Foundry endpoint setup, local audio transcription, translation, diarization fallback guidance, and cost estimation.

MAI-Voice-1 notebook using Foundry endpoint with REST and SDK patterns, long-form synthesis, and character-based cost estimation.

MAI-Voice-2-Preview notebook with REST calls, multilingual prebuilt voices, gated voice-prompting guidance, and model-card-aligned preview notes.

End-to-end Foundry IQ walkthrough: every Knowledge Source type, one unified Knowledge Base, and integrations with Foundry Agent Service and Microsoft Agent Framework.

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.

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.

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.

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.

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.

Use Azure OpenAI REST calls to generate a Sora 2 clip, reuse a frame as an image reference, and add ambient audio.