agent-framework
A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.
Learn to implement function tools with automatic JSON schema generation in the Microsoft Agent Framework. Convert Python functions to LLM callable tools efficiently using the @tool decorator.
In-Memory vs File-Based Checkpoint Storage in Agent Framework WorkflowsExplore in-memory vs file-based checkpoint storage in Agent Framework workflows. Choose high-speed testing with InMemoryCheckpointStorage or durable persistence with FileCheckpointStorage.
How to Integrate the AG-UI Protocol for Agent Interfaces in the Microsoft Agent FrameworkLearn to integrate the AG-UI protocol for agent interfaces in the Microsoft Agent Framework. Stream Server-Sent Events and manage conversations effortlessly.
How to Implement Time-Travel and Checkpoint Recovery in Agent Framework WorkflowsLearn how to implement time-travel and checkpoint recovery in Agent Framework workflows using the CheckpointStorage protocol. Resume execution from any previous point easily.
How to Configure Provider-Specific Clients (Anthropic, Ollama, Bedrock) in Agent FrameworkLearn to configure provider-specific clients Anthropic Ollama and Bedrock in Agent Framework using constructor arguments or environment variables for seamless LLM integration.
How to Implement Structured Output with ToolMode Configurations in Agent FrameworkImplement structured output in Agent Framework using ToolMode. Force tool calls and enforce JSON schemas for validated Pydantic objects with response_format and response_format.
How to Build Evaluation Pipelines with LocalEvaluator and Keyword Checks in Agent FrameworkBuild fast API-free evaluation pipelines using Agent Frameworks LocalEvaluator and keyword checks. Validate agent responses efficiently without external service calls.
How to Use the Skills System with SkillScript and SkillResource in the Agent FrameworkLearn to extend Microsoft Agent Framework with the skills system SkillScript SkillResource and SkillsProvider for reusable agent capabilities and LLM integration.
How to Implement Streaming Responses with Real-Time Agent Updates in the Microsoft Agent FrameworkLearn to implement streaming responses and real-time agent updates with the Microsoft Agent Framework. Discover its three-layer architecture for efficient AI content delivery.
How to Configure Authentication with Azure AI Foundry and FoundryChatClient in Agent FrameworkConfigure authentication for Azure AI Foundry using FoundryChatClient in Agent Framework. Learn to set up AzureCliCredential or DefaultAzureCredential for seamless integration.
How to Build Agent-to-Agent (A2A) Communication Protocols in the Microsoft Agent FrameworkLearn to build agent-to-agent A2A communication protocols in the Microsoft Agent Framework using the A2AAgent class for seamless JSON-RPC/SSE translation and bidirectional messaging.
How to Implement Durable Agents with Checkpoint and Resume in the Microsoft Agent FrameworkLearn to implement durable agents with checkpoint and resume in Microsoft Agent Framework. Configure storage, enable checkpointing, and manage state for resilient agent behavior. Maximize your agent's uptime.
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