AI & LLM Engineering · By microsoft

Provides the action space, tradeoffs, and evaluation context for improving an editable AI agent against a benchmark while preserving its deployment contract.

microsoft/agent-lightning

Explains why editing CUTLASS fused-MHA headers in ONNX Runtime can leave stale CUDA kernels after an incremental build, and how to force and verify a real rebuild.

microsoft/onnxruntime

Builds ONNX Runtime from source with its build scripts, explaining the update, build and test phases, key flags and where the build output lands.

microsoft/onnxruntime

A skill your agent uses when a user wants to create, run, or analyze evaluation suites for Microsoft 365 Copilot declarative agents with the public @microsoft/m365-copilot-eval CLI.

microsoft/work-iq

Migrate Python apps from Azure OpenAI Chat Completions to the Responses API.

microsoft/ai-agents-for-beginners

Shows how to replace unsafe hasattr and setattr loops over user-controlled kwargs with an explicit allowlist when configuring ONNX Runtime option objects.

microsoft/onnxruntime

Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end.

microsoft/GitHub-Copilot-for-Azure

Shows how to build and run ONNX Runtime WebGPU provider tests on Linux with no GPU, using the Mesa lavapipe software Vulkan adapter, and where that approach falls short.

microsoft/onnxruntime

Primary entrypoint for coding agents using CAIRA as reference material to design and build generative AI solutions with Azure AI Foundry, Azure OpenAI-compatible endpoints, agent frameworks, APIs…

microsoft/CAIRA

Shift Python apps dem from Azure OpenAI Chat Completions go Responses API.

microsoft/ai-agents-for-beginners

Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes.

microsoft/skills

Inspects and configures the security headers a Power Pages site sends to browsers — Content Security Policy, frame and clickjacking protection, cross-origin sharing, cookie behavior, and related…

microsoft/power-platform-skills

Patterns and pitfalls for the ONNX-domain Attention operator's CUDA implementation in ONNX Runtime: dispatch cascade, eligibility limits, mask and bias kernels, and test routing.

microsoft/onnxruntime

Python guidance for the Azure AI Search SDK covering vector, hybrid and semantic search, index management and indexers, with Entra ID authentication preferred over keys.

microsoft/skills

X++ code development lifecycle for Finance and Operations — scaffold models, author classes, custom services/APIs, and data entities, install matching SDKs, compile deployable packages, deploy…

microsoft/Dataverse-skills

A checklist for upgrading the pinned ONNX version and opset in ONNX Runtime, covering the files to change, archive hashes, patch rebasing and release-candidate handling.

microsoft/onnxruntime

Eval enablement accelerator — help customers think through "what does good look like" for their AI agent, then generate a structured eval plan and test cases they can use immediately.

microsoft/eval-guide

Review the quality of an agent's tool descriptions, system/agent prompts, or SKILL.md files against current agent-engineering best practices.

microsoft/Huabu

PromptKit composition engine. An agent skill from microsoft/PromptKit.

microsoft/PromptKit

Dataverse schema authoring and inspection — tables, columns, relationships, forms, and views.

microsoft/Dataverse-skills

Review the Huabu operate agent's three steering artifacts at their fixed repo locations — system prompt, tool descriptions, and skills.

microsoft/Huabu

Build content moderation applications with Azure AI Content Safety SDK for Java.

microsoft/skills

Azure AI Content Safety SDK for Python. An agent skill from microsoft/skills.

microsoft/skills

Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP.

microsoft/skills

Build image analysis applications with Azure AI Vision SDK for Java.

microsoft/skills

Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping.

microsoft/skills

Azure AI Voice Live SDK for JavaScript/TypeScript. An agent skill from microsoft/skills.

microsoft/skills

Azure AI Search SDK for .NET (Azure.Search.Documents). An agent skill from microsoft/skills.

microsoft/skills

Azure Speech to Text REST API for short audio (Python). An agent skill from microsoft/skills.

microsoft/skills

Security-role assignment, user access, application users, business units, and admin self-elevation in Dataverse environments.

microsoft/Dataverse-skills

Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more.

microsoft/ai-agents-for-beginners

Fine-tune models on Microsoft Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders).

microsoft/GitHub-Copilot-for-Azure

Azure AI Agents Persistent SDK for .NET. An agent skill from microsoft/skills.

microsoft/skills

Azure OpenAI SDK for .NET. An agent skill from microsoft/skills.

microsoft/skills

Azure AI Voice Live SDK for .NET. An agent skill from microsoft/skills.

microsoft/skills

A skill your agent uses to classify the documentation impact of a pull request diff, returning one of three verdicts -- no-change, in-place edit, or structural change -- with bounded LLM cost.

microsoft/apm

Implement Conversational Language Understanding (CLU) using the azure-ai-language-conversations Python SDK.

microsoft/skills

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models.

microsoft/ai-agents-for-beginners

Build local-first AI agents wey dey run fully for developer workstation wit Microsoft Foundry Local and Qwen function-calling models.

microsoft/ai-agents-for-beginners

A skill your agent uses for Azure AI: Search, Speech, OpenAI, Document Intelligence.

microsoft/GitHub-Copilot-for-Azure

Migrasi aplikasi Python dari Azure OpenAI Chat Completions ke Responses API.

microsoft/ai-agents-for-beginners

Ilipat ang mga Python app mula sa Azure OpenAI Chat Completions papuntang Responses API.

microsoft/ai-agents-for-beginners

Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry.

microsoft/ai-agents-for-beginners

Take one working agent prototype go scalable, observable production deployment for Microsoft Foundry.

microsoft/ai-agents-for-beginners

Bumuo ng mga local-first AI agents na tumatakbo nang buong-buo sa isang developer workstation gamit ang Microsoft Foundry Local at Qwen function-calling models.

microsoft/ai-agents-for-beginners

Küsib ametlikku Microsofti dokumentatsiooni, et leida mõisteid, juhendeid ja koodinäiteid Azure'i, .NET-i, Agent Frameworki, Aspire'i, VS Code'i, GitHubi ja muu kohta.

microsoft/ai-agents-for-beginners

Kysy virallista Microsoftin dokumentaatiota löytääksesi käsitteitä, opetusohjelmia ja koodiesimerkkejä Azureen, .NET:iin, Agent Frameworkiin, Aspireen, VS Codeen, GitHubiin ja muihin liittyen.

microsoft/ai-agents-for-beginners

Interroger la documentation officielle de Microsoft pour trouver des concepts, des tutoriels et des exemples de code couvrant Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, et plus encore.

microsoft/ai-agents-for-beginners