编码规范、框架、重构、代码审查（1.7万 个）
Build real-time voice assistants in Java with Azure AI VoiceLive. Covers streaming audio in both directions, detecting when speech starts and stops, handling interruptions, transcribing input, selecting voices, and defining functions the assistant can call.
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Implement Microsoft Entra ID authentication extensions with .NET and Azure Functions. Add custom claims, or user information, to tokens, customize sign-up fields, validate submitted attributes, and connect one-time password delivery to a chosen messaging provider.
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Build Python code to store and retrieve structured records in Azure Storage Tables or Cosmos DB Table API. The skill covers key-based access, filtered searches, field updates, and batch operations for records grouped in the same partition.
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Helps you build real-time messaging in Python with Azure Web PubSub. Covers WebSocket connections for ongoing message exchange, targeted or broadcast delivery, access tokens, group membership, connection management, and client permissions.
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Build automated phone workflows in Java with Azure Communication Services. Implement voice menus, call transfers, spoken prompts, keypad input recognition, speech recognition, and recording, with webhook events to handle call progress and user responses.
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Build Python workflows for an API inventory in Azure API Center. Register APIs, import specifications, and track versions and deployment environments, while recording ownership details and custom metadata, such as data classification.
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Build Java applications that create and manage reusable Azure AI agents. Follow examples for organizing conversations, sending messages, checking execution status, retrieving replies, handling errors, and deleting resources after use.
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Build search applications in C# with Azure AI Search. Covers full-text search, vector search for similar content, meaning-based ranking, and combined queries, plus creating indexes and uploading, updating, or deleting documents.
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Build message-based workflows in .NET with Azure Service Bus. Covers queue sending and receiving, publishing to multiple subscribers, ordered processing, background workers, and inspecting messages moved aside after delivery or processing failures.
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Helps implement Microsoft Entra ID authentication for Azure SDK clients in .NET applications. Covers local developer sign-in, managed identities for hosted applications, secret or certificate credentials, and diagnosing authentication failures.
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Build .NET code to maintain an API inventory in Azure API Center. Organize APIs by workspace, track versions, import and export specifications, and connect API definitions with environment records and custom metadata.
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Build .NET applications that send and receive large volumes of events through Azure Event Hubs. The skill covers batching, background sending, partition routing, error handling, and checkpoints that record processing progress for later recovery.
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Build event publishing and receiving in .NET with Azure Event Grid. Send notifications such as order creation individually or in batches, parse event data, and handle acknowledgments or retries when applications retrieve events.
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Build .NET agents for Teams, Microsoft 365, and Copilot Studio. Provides implementation examples for ASP.NET Core hosting, message routing, authentication, and a client that starts conversations and sends questions to Copilot Studio.
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Manage Azure AI Foundry projects from .NET code. Create and run agents, manage agent versions, inspect connections and deployed models, upload datasets, and run evaluations through a shared project client.
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Develop and manage Azure AI agents in .NET, including conversation history and execution status. Implement responses that appear as they arrive, custom function calls, uploaded-file search, and Python code execution.
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Create or update agent skills for Azure SDKs and Microsoft Foundry. The guide helps organize authentication examples, core workflows, and supporting references into concise instructions, with checks for content length and example quality.
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Turn rough notes, error logs, voice dictation, and screenshots into structured GitHub issue reports. Produce Markdown files covering reproduction steps, expected and actual behavior, error details, visual evidence, and the impact of the problem.
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Build applications that interact with GitHub Copilot through its SDK in Node.js/TypeScript, Python, Go, or .NET. Add saved conversations, incremental response display, custom tools, and controls over tool execution.
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Build MCP servers, which provide tools that let AI use external services. This guide covers API integration, input and output design, authentication, error handling, testing, and evaluation questions across TypeScript, Python, and C#/.NET.
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Add Azure Maps location features to .NET applications. Covers converting addresses to coordinates and back, calculating routes and reachable areas, fetching map images, identifying an IP address’s country or region, and retrieving weather data.
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Set up persistent learning for AI coding agents so lessons carry across sessions. The guide covers automatic capture through hooks, project and global memory, direct knowledge updates, and cleanup of older, rarely used entries.
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Build .NET code to create and manage Azure API Management resources. Follow examples for authentication, API registration, access subscriptions, traffic policies, and backups through Azure Resource Manager, the service used to manage Azure resources.
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Keep engineering work focused on the requested result by checking whether added safeguards, complexity, and repeated verification serve a concrete need. Preserve required protections, complete necessary related changes, and finish when relevant checks support the outcome.
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