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* Checkpoint * Checkpoint * Stable * Strategies * Updated * Encoding * Formatting * Cleanup * Formatting * Tests * Tuning * Update tests * Test update * Remove working solution * Add sample to solution * Sample readyme * Experimental * Format * Formatting * Encoding * Support IChatReducer * Sample output formatting * Initial plan * Replace CompactingChatClient with MessageCompactionContextProvider Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * Boundary condition * Fix encoding * Fix cast * Test coverage * Namespace * Improvements * Efficiency * Cleanup * Detect service managed conversation * Fix namespace * Fix merge * Fix test expectation * Update dotnet/src/Microsoft.Agents.AI.Abstractions/InMemoryChatHistoryProvider.cs Co-authored-by: westey <164392973+westey-m@users.noreply.github.com> * Address PR comments (x1) * Update comment * Update comments * Clean-up * Format output * Sync sample comment * Fix condition * Adjust data-flow * Address comments (x2) * Direct compaction * Fix summarization content * Argument check / fix count calculation * Minor follow-up * Diagnostics * Minor updates * Fix state test * Fix sliding window perf * Stable state keys * Increase size computation * Formatting * Add README.md for Agent_Step18_CompactionPipeline sample (#4574) * Sample comments * Updated * Update dotnet/src/Microsoft.Agents.AI/Compaction/MessageIndex.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update dotnet/tests/Microsoft.Agents.AI.UnitTests/Compaction/CompactionProviderTests.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update dotnet/src/Microsoft.Agents.AI/Compaction/MessageIndex.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Address copilot comments * Fix namespace * Comments / convensions * Prefix `MessageGroup` and `MessageIndex` * Fix sliding window * Update dotnet/src/Microsoft.Agents.AI/Compaction/SummarizationCompactionStrategy.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update dotnet/src/Microsoft.Agents.AI.Abstractions/InMemoryChatHistoryProvider.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Python alignment * Fix merge * Fix equality, readme, and sample * Readme update and ToolResult fix * Update dotnet/src/Microsoft.Agents.AI/Compaction/SummarizationCompactionStrategy.cs Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Update dotnet/samples/02-agents/Agents/Agent_Step18_CompactionPipeline/README.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Simplify readme * Update dotnet/samples/02-agents/Agents/Agent_Step18_CompactionPipeline/README.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Remove example * Remove unused --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: westey <164392973+westey-m@users.noreply.github.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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Agent Framework Samples
The agent framework samples are designed to help you get started with building AI-powered agents from various providers.
The Agent Framework supports building agents using various infererence and inference-style services.
All these are supported using the single ChatClientAgent class.
The Agent Framework also supports creating proxy agents, that allow accessing remote agents as if they
were local agents. These are supported using various AIAgent subclasses.
Sample Structure
| Folder | Description |
|---|---|
01-get-started/ |
Progressive tutorial: hello agent → hosting |
02-agents/ |
Deep-dive by concept: tools, middleware, providers, orchestrations |
03-workflows/ |
Workflow patterns: sequential, concurrent, state, declarative |
04-hosting/ |
Deployment: Azure Functions, Durable Tasks, A2A |
05-end-to-end/ |
Full applications, evaluation, demos |
Getting Started
Start with 01-get-started/ and work through the numbered files:
- 01_hello_agent — Create and run your first agent
- 02_add_tools — Add function tools
- 03_multi_turn — Multi-turn conversations with
AgentSession - 04_memory — Agent memory with
AIContextProvider - 05_first_workflow — Build a workflow with executors and edges
- 06_host_your_agent — Host your agent via Azure Functions
Additional Samples
Some additional samples of note include:
- Agents: Basic steps to get started with the agent framework.
These samples demonstrate the fundamental concepts and functionalities of the agent framework when using the
AIAgentand can be used with any underlying service that provides anAIAgentimplementation. - Agent Providers: Shows how to create an AIAgent instance for a selection of providers.
- Agent Telemetry: Demo which showcases the integration of OpenTelemetry with the Microsoft Agent Framework using Azure OpenAI and .NET Aspire Dashboard for telemetry visualization.
- Durable Agents - Azure Functions: Samples for using the Microsoft Agent Framework with Azure Functions via the durable task extension.
- Durable Agents - Console Apps: Samples demonstrating durable agents in console applications.
Migration from Semantic Kernel
If you are migrating from Semantic Kernel to the Microsoft Agent Framework, the following resources provide guidance and side-by-side examples to help you transition your existing agents, tools, and orchestration patterns.
The migration samples map Semantic Kernel primitives (such as ChatCompletionAgent and Team orchestrations) to their Agent Framework equivalents (such as ChatClientAgent and workflow builders).
For an in-depth migration guide, see the official migration documentation.
Prerequisites
For prerequisites see each set of samples for their specific requirements.