├── .gitattributes ├── .gitignore ├── .openpublishing.publish.config.json ├── .openpublishing.redirection.json ├── .vscode └── settings.json ├── LICENSE ├── LICENSE-CODE ├── README.md ├── SECURITY.md ├── ThirdPartyNotices.md ├── agent-framework ├── TOC.yml ├── api-docs │ └── TOC.yml ├── breadcrumb │ └── agent-framework │ │ └── toc.yml ├── docfx.json ├── index.yml ├── integrations │ └── ag-ui │ │ ├── TOC.yml │ │ ├── backend-tool-rendering.md │ │ ├── frontend-tools.md │ │ ├── getting-started.md │ │ ├── human-in-the-loop.md │ │ ├── index.md │ │ ├── security-considerations.md │ │ ├── state-management.md │ │ ├── testing-with-dojo.md │ │ └── trust-boundaries.png ├── media │ ├── agent.mmd │ ├── agent.svg │ ├── migration-guide.svg │ ├── overview.svg │ ├── quick-start.svg │ ├── workflow.mmd │ └── workflow.svg ├── migration-guide │ ├── TOC.yml │ ├── from-autogen │ │ ├── TOC.yml │ │ └── index.md │ └── from-semantic-kernel │ │ ├── TOC.yml │ │ ├── index.md │ │ └── samples.md ├── overview │ └── agent-framework-overview.md ├── support │ ├── TOC.yml │ ├── index.md │ └── upgrade │ │ ├── TOC.yml │ │ └── requests-and-responses-upgrade-guide-python.md ├── tutorials │ ├── TOC.yml │ ├── agents │ │ ├── TOC.yml │ │ ├── agent-as-function-tool.md │ │ ├── agent-as-mcp-tool.md │ │ ├── enable-observability.md │ │ ├── function-tools-approvals.md │ │ ├── function-tools.md │ │ ├── images.md │ │ ├── memory.md │ │ ├── middleware.md │ │ ├── multi-turn-conversation.md │ │ ├── persisted-conversation.md │ │ ├── run-agent.md │ │ ├── structured-output.md │ │ └── third-party-chat-history-storage.md │ ├── overview.md │ ├── quick-start.md │ └── workflows │ │ ├── TOC.yml │ │ ├── agents-in-workflows.md │ │ ├── checkpointing-and-resuming.md │ │ ├── requests-and-responses.md │ │ ├── simple-concurrent-workflow.md │ │ ├── simple-sequential-workflow.md │ │ ├── visualization.md │ │ └── workflow-with-branching-logic.md ├── user-guide │ ├── agents │ │ ├── TOC.yml │ │ ├── agent-background-responses.md │ │ ├── agent-memory.md │ │ ├── agent-middleware.md │ │ ├── agent-observability.md │ │ ├── agent-rag.md │ │ ├── agent-tools.md │ │ ├── agent-types │ │ │ ├── TOC.yml │ │ │ ├── a2a-agent.md │ │ │ ├── anthropic-agent.md │ │ │ ├── azure-ai-foundry-agent.md │ │ │ ├── azure-ai-foundry-models-chat-completion-agent.md │ │ │ ├── azure-ai-foundry-models-responses-agent.md │ │ │ ├── azure-openai-chat-completion-agent.md │ │ │ ├── azure-openai-responses-agent.md │ │ │ ├── chat-client-agent.md │ │ │ ├── custom-agent.md │ │ │ ├── index.md │ │ │ ├── openai-assistants-agent.md │ │ │ ├── openai-chat-completion-agent.md │ │ │ └── openai-responses-agent.md │ │ ├── multi-turn-conversation.md │ │ └── running-agents.md │ ├── model-context-protocol │ │ ├── TOC.yml │ │ ├── index.md │ │ ├── using-mcp-tools.md │ │ └── using-mcp-with-foundry-agents.md │ ├── overview.md │ └── workflows │ │ ├── TOC.yml │ │ ├── as-agents.md │ │ ├── checkpoints.md │ │ ├── core-concepts │ │ ├── TOC.yml │ │ ├── edges.md │ │ ├── events.md │ │ ├── executors.md │ │ ├── overview.md │ │ └── workflows.md │ │ ├── observability.md │ │ ├── orchestrations │ │ ├── TOC.yml │ │ ├── concurrent.md │ │ ├── group-chat.md │ │ ├── handoff.md │ │ ├── magentic.md │ │ ├── overview.md │ │ └── sequential.md │ │ ├── overview.md │ │ ├── requests-and-responses.md │ │ ├── resources │ │ └── images │ │ │ ├── ai-agent.png │ │ │ ├── orchestration-concurrent.png │ │ │ ├── orchestration-handoff.png │ │ │ ├── orchestration-magentic.png │ │ │ ├── orchestration-sequential.png │ │ │ ├── workflow-trace.png │ │ │ ├── workflow-viz.svg │ │ │ └── workflows-overview.png │ │ ├── shared-states.md │ │ ├── using-agents.md │ │ └── visualization.md └── zone-pivot-groups.yml └── semantic-kernel ├── Frameworks ├── TOC.yml ├── agent │ ├── TOC.yml │ ├── agent-api.md │ ├── agent-architecture.md │ ├── agent-contextual-function-selection.md │ ├── agent-functions.md │ ├── agent-memory.md │ ├── agent-orchestration │ │ ├── TOC.yml │ │ ├── advanced-topics.md │ │ ├── concurrent.md │ │ ├── group-chat.md │ │ ├── handoff.md │ │ ├── index.md │ │ ├── magentic.md │ │ └── sequential.md │ ├── agent-rag.md │ ├── agent-streaming.md │ ├── agent-templates.md │ ├── agent-types │ │ ├── TOC.yml │ │ ├── assistant-agent.md │ │ ├── azure-ai-agent.md │ │ ├── bedrock-agent.md │ │ ├── chat-completion-agent.md │ │ ├── copilot-studio-agent.md │ │ └── responses-agent.md │ ├── examples │ │ ├── TOC.yml │ │ ├── example-assistant-code.md │ │ ├── example-assistant-search.md │ │ └── example-chat-agent.md │ └── index.md └── process │ ├── TOC.yml │ ├── examples │ ├── TOC.yml │ ├── example-cycles.md │ ├── example-first-process.md │ └── example-human-in-loop.md │ ├── process-best-practices.md │ ├── process-core-components.md │ ├── process-deployment.md │ └── process-framework.md ├── TOC.yml ├── api-docs └── TOC.yml ├── breadcrumb └── toc.yml ├── concepts ├── TOC.yml ├── ai-services │ ├── TOC.yml │ ├── chat-completion │ │ ├── TOC.yml │ │ ├── chat-history.md │ │ ├── function-calling │ │ │ ├── TOC.yml │ │ │ ├── function-choice-behaviors.md │ │ │ ├── function-invocation.md │ │ │ └── index.md │ │ ├── index.md │ │ └── multi-modal-chat-completion.md │ ├── embedding-generation │ │ ├── TOC.yml │ │ └── index.md │ ├── index.md │ ├── integrations.md │ └── realtime.md ├── enterprise-readiness │ ├── TOC.yml │ ├── filters.md │ └── observability │ │ ├── TOC.yml │ │ ├── index.md │ │ ├── telemetry-advanced.md │ │ ├── telemetry-with-app-insights.md │ │ ├── telemetry-with-aspire-dashboard.md │ │ ├── telemetry-with-azure-ai-foundry-tracing.md │ │ └── telemetry-with-console.md ├── experimental-attribute.md ├── kernel.md ├── planning.md ├── plugins │ ├── TOC.yml │ ├── adding-logic-apps-as-plugins.md │ ├── adding-mcp-plugins.md │ ├── adding-native-plugins.md │ ├── adding-openapi-plugins.md │ ├── index.md │ ├── using-data-retrieval-functions-for-rag.md │ └── using-task-automation-functions.md ├── prompts │ ├── TOC.yml │ ├── handlebars-prompt-templates.md │ ├── index.md │ ├── jinja2-prompt-templates.md │ ├── liquid-prompt-templates.md │ ├── prompt-injection-attacks.md │ ├── prompt-template-syntax.md │ └── yaml-schema.md ├── semantic-kernel-components.md ├── text-search │ ├── TOC.yml │ ├── index.md │ ├── out-of-the-box-textsearch │ │ ├── TOC.yml │ │ ├── bing-textsearch.md │ │ ├── google-textsearch.md │ │ ├── index.md │ │ └── vectorstore-textsearch.md │ ├── text-search-abstractions.md │ ├── text-search-function-calling.md │ ├── text-search-plugins.md │ └── text-search-vector-stores.md └── vector-store-connectors │ ├── TOC.yml │ ├── code-samples.md │ ├── data-architecture.md │ ├── defining-your-data-model.md │ ├── dynamic-data-model.md │ ├── embedding-generation.md │ ├── how-to │ ├── TOC.yml │ ├── build-your-own-connector.md │ └── vector-store-data-ingestion.md │ ├── hybrid-search.md │ ├── index.md │ ├── memory-stores.md │ ├── out-of-the-box-connectors │ ├── TOC.yml │ ├── azure-ai-search-connector.md │ ├── azure-cosmosdb-mongodb-connector.md │ ├── azure-cosmosdb-nosql-connector.md │ ├── chroma-connector.md │ ├── couchbase-connector.md │ ├── elasticsearch-connector.md │ ├── faiss-connector.md │ ├── index.md │ ├── inmemory-connector.md │ ├── jdbc-connector.md │ ├── mongodb-connector.md │ ├── oracle-connector.md │ ├── pinecone-connector.md │ ├── postgres-connector.md │ ├── qdrant-connector.md │ ├── redis-connector.md │ ├── sql-connector.md │ ├── sqlite-connector.md │ ├── volatile-connector.md │ └── weaviate-connector.md │ ├── schema-with-record-definition.md │ ├── serialization.md │ └── vector-search.md ├── docfx.json ├── get-started ├── TOC.yml ├── detailed-samples.md ├── quick-start-guide.md └── supported-languages.md ├── index.yml ├── media ├── AOAI-Playground.png ├── AOAI-REST.png ├── AOAI-SDK.png ├── AgentKeyConcepts.png ├── Concepts.svg ├── Designed-for-modular-extensibility.png ├── DotNetMap.png ├── EnterpriseReady.png ├── FunctionCalling.png ├── Getting-started.svg ├── Integrations.svg ├── Introduction-to-Semantic-Kernel.png ├── JavaMap.png ├── Kernel.png ├── PythonMap.png ├── Quick-start.svg ├── RAG.png ├── SK-Recipes.zip ├── Security.svg ├── Semantic-Kernel-overview.png ├── Semantic-Kernel-with-Copilot-and-App-server.png ├── Semantic-Kernel-with-Word.png ├── System-prompt.png ├── Time-plugin.png ├── Tutorials.svg ├── UpdatedPythonMap.png ├── UseCases_CustomerSupport.png ├── UseCases_DefectDetection.png ├── UseCases_LoadModels.png ├── UseCases_Plugins.png ├── UseCases_SpeechToText.png ├── UseCases_SupplyChain.png ├── UseCases_TranscribeAudio.png ├── UseCases_Transcript.png ├── WhatAreFilters.png ├── WhatArePlugins.png ├── Whats-new.svg ├── agentSKdocs.png ├── agentSKdocs2.png ├── agentSKdocs3.png ├── agentSKdocs4.png ├── agentic-workflow.png ├── ai-plugin-json.png ├── an-sdk-beyond-chat.png ├── api-management-define-header.png ├── api-management-turn-off-subscription.png ├── architecture.png ├── ask.png ├── asksm.png ├── azure-ai-foundry-attach-app-insights.png ├── azure-ai-foundry-tracing-ui.gif ├── azure-named-key.png ├── bake-dont-fry.png ├── building-blocks.png ├── bullhorn.png ├── chat-copilot-add-plugin.png ├── chat-copilot-debug-features.png ├── chat-copilot-finish-plan.png ├── chat-copilot-import-plugins.png ├── chat-copilot-in-action.gif ├── chat-copilot-plugins-button.png ├── chat-copilot.png ├── clipboard.png ├── collaborate-blue.png ├── concept.png ├── connector-blue.png ├── copilot-stack.png ├── core-plugins.png ├── create-flow-from-ai-studio.png ├── create-runtime-in-ai-studio.png ├── cross-platform-plugins.png ├── decision-guide-databases-and-ai-search.png ├── designed-for-modular-extensibility-vertical.png ├── enterprise-ready.png ├── evaluating-batch-run-with-prompt-flow.png ├── filters-overview.png ├── first-process-flow.png ├── fix-broken-connector-in-ai-studio.png ├── flowdiagram.png ├── fullview.png ├── fullview_large.png ├── fullviewsansmemories.png ├── get-started-blue.png ├── github.png ├── goaloriented.png ├── hackathon-materials.png ├── i_architecture.png ├── i_best-practices.png ├── i_design.png ├── i_overview.png ├── import-flow-into-ai-studio.png ├── kernel-flow.png ├── kernel-infographic.png ├── kernel-with-skfunctions.png ├── learn.png ├── logic-apps-workflows.png ├── map-step-2.png ├── map-step-3.png ├── map-step-5.png ├── map-step-6.png ├── map-step-7.png ├── map-step-8.png ├── map-step-9.png ├── map.png ├── mind-and-body-of-semantic-kernel.png ├── ms-graph-connector-folder.png ├── multi-agent-concurrent.png ├── multi-agent-group-chat.png ├── multi-agent-handoff.png ├── multi-agent-magentic.png ├── multi-agent-sequential.png ├── native-function-explainer.png ├── new-api-management-instance.png ├── openbook.png ├── orchestrator-plugin-example.png ├── personas.png ├── pleasestarrepo.png ├── plugin-before-and-after.png ├── plugin-composition.png ├── plugins-from-sources.png ├── plugins-planners-personas.png ├── postman.png ├── process-cycle-flow.png ├── process-human-in-the-loop-2.png ├── process-human-in-the-loop.mermaid ├── process-human-in-the-loop.png ├── prompt-engineering.png ├── prompt-flow-batch-run-button.png ├── prompt-flow-batch-run-history-compare-results.png ├── prompt-flow-batch-run-history-compare.png ├── prompt-flow-batch-run-history.png ├── prompt-flow-end-result.png ├── prompt-flow-in-vs-code.png ├── prompt-flow-output-folder.png ├── prompt-flow-process.png ├── prompt-flow-results-with-error.png ├── prompt-flow-visualize-batch-run.png ├── python-serialization-deserialization-flow.png ├── python-serialization-flows.mermaid ├── python-serialization-serialization-flow.png ├── python_getting_started_notebooks.png ├── run-from-ai-studio.png ├── run-link-for-prompt-flow.png ├── semantic-function-explainer.png ├── semantic-kernel-chains.png ├── semantic-kernel-in-prompt-flow.png ├── semantic-kernel-tools-install.png ├── semantic-kernel-tools-model-switching.png ├── semantic-kernel-tools-token-use.png ├── semantic-plugin-folder-structure.png ├── skillsdiagram.png ├── skpatternlarge.png ├── skpatternmedium.png ├── skpatternsmall.png ├── skpatternsmallbw.png ├── speech-to-text-diagram.png ├── swagger-ui-chatgpt-starter.png ├── swagger-ui.png ├── telemetry-advanced-scenarios-trace-detail-dotnet.png ├── telemetry-advanced-scenarios-trace-detail-error-handling-dotnet.png ├── telemetry-advanced-scenarios-trace-detail-error-handling-python.png ├── telemetry-advanced-scenarios-trace-detail-python.png ├── telemetry-app-insights-gen-ai-attributes-sensitive.png ├── telemetry-app-insights-gen-ai-attributes.png ├── telemetry-app-insights-kusto-token-usage-per-message.png ├── telemetry-app-insights-left-panel-transaction-search-highlight.png ├── telemetry-app-insights-transaction-search.png ├── telemetry-aspire-dashboard-trace-detail.png ├── telemetry-aspire-dashboard-traces-overview.png ├── telemetry-log-events-overview-app-insights.png ├── telemetry-metrics-overview-app-insights.png ├── telemetry-trace-overview-app-insights.png ├── template-function-execution.png ├── the-kernel-is-at-the-center-of-everything.png ├── the-planner.png ├── tutorials │ ├── kernel-syntax-examples.png │ └── recipes.png ├── types-of-agents.png ├── usage-report-blue.png ├── user.png ├── using-batch-runs-with-prompt-flow.png ├── using-context-in-templates.png ├── using-the-kernel-example.png ├── vector-db-connector-folder.png ├── vector-store-data-ingestion-input.zip ├── video-play.png ├── visualize-flow-link.png ├── vs-code-extension.png ├── what-are-agents.png ├── wired-up-flow.png ├── writer-plugin-example.png └── writer-plugin-with-plan.png ├── mermaid ├── first-process-flow.mmd ├── process-cycle-flow.mmd └── process-human-in-the-loop.mmd ├── overview └── index.md ├── support ├── SECURITY.md ├── archive │ ├── TOC.yml │ ├── agent-chat-example.md │ ├── agent-chat.md │ └── index.md ├── contributing.md ├── glossary.md ├── hackathon-materials.md ├── index.md ├── migration │ ├── agent-framework-rc-migration-guide.md │ ├── 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