Microsoft rozšířil dokumentaci k vývoji agentů a AI napříč MS AI SDKs, Agent 365, Azure AI a Microsoft 365 Copilot.

Tato nová dokumentace představuje Agent Hooks, klíčovou schopnost Agent Framework pro uplatnění standardizované governance a běhových kontrol v důležitých bodech průběhu agenta. Popisuje instalaci, konfiguraci a použití Agent Hooks pro vynucování politik, schvalování a filtrování obsahu a uvádí experimentální stav a aktuální omezení.

• Představuje Agent Hooks jako jednotnou řídicí vrstvu pro governance agentů a běhové kontroly
• Popisuje garance vynucování, jako je fail-closed, transform write-back a buffered streaming
• Vysvětluje instalaci a konfiguraci Agent Hooks včetně režimů enforcement a evaluate-only

Tato nová stránka dokumentuje DevUI API, které je kompatibilní s OpenAI a umožňuje interakci s agenty a workflow přes standardní OpenAI SDKs nebo HTTP klienty. Popisuje endpointy, autentizaci, mapování událostí a vlastní rozšíření a uvádí schopnosti pro integraci, správu a observability Copilot‑podobných agentů lokálně.

• Představuje OpenAI‑kompatibilní Responses a Conversations APIs pro běh agentů/workflow a více‑tahové konverzace
• Dokumentuje správu entit a health/meta endpointy specifické pro DevUI
• Vysvětluje mapování událostí mezi Agent Framework a OpenAI event modely

Tato nová stránka dokumentuje DevUI, ukázkovou aplikaci pro vizuální ladění a testování agentů a workflow vytvořených pomocí Microsoft Agent Framework. Představuje webové rozhraní DevUI, OpenAI‑kompatibilní API, flexibilní zpracování vstupů a možnosti integrace pro prostředí .NET, Python a Aspire.

• Představuje DevUI jako samostatné interaktivní webové UI a API pro vývoj agentů a workflow
• Popisuje instalaci a použití pro .NET (včetně integrace s Aspire) i Python prostředí
• Vysvětluje dynamické zpracování vstupů pro agenty a workflow včetně multimodálních a strukturovaných vstupů

Tato nová dokumentace představuje integraci „agent-framework-chatkit“, která umožňuje převod mezi OpenAI ChatKit thread položkami a zprávami Agent Framework a poskytuje ukázkovou implementaci ChatKit serveru s backendem v Pythonu. Popisuje předpoklady, instalaci, vytvoření serveru a streaming odpovědí, včetně schopností pro interaktivní widgety a dotazy na počasí.

• Představuje „agent-framework-chatkit“ pro integraci ChatKit frontend s Agent Framework Python backendem
• Popisuje utility ThreadItemConverter a stream_agent_response pro převod zpráv a událostí
• Uvádí ukázkový ChatKit server s asistentem pro počasí nad Azure OpenAI

Tato nová stránka popisuje, jak vystavit multi-agent workflow přes AG-UI endpointy v .NET, Python a Go, včetně orchestrace, streamingu událostí a integračních vzorů. Přináší podrobné příklady a vysvětluje bohatší event model workflow oproti single agentům.

• Představuje integraci AG-UI pro orchestraci multi-agent workflow v .NET, Python a Go
• Vysvětluje, jak workflow vystavit jako agenty a registrovat je do AG-UI endpointů
• Detailně popisuje bohatší sadu AG-UI událostí emitovaných workflow (např. sledování kroků, interrupts, custom události)

Tato nová stránka představuje ucelenou dokumentaci ke správě stavu v AG-UI: jak synchronizovat stav mezi klientem a serverem pro interaktivní, real-time a kolaborativní aplikace. Pokrývá deklarativní vystavení stavu v .NET a Pythonu, prediktivní aktualizace, human-in-the-loop workflow, pokročilé vzory a osvědčené postupy pro tvorbu sofistikovaných UI prostředí s Copilot.

• Vysvětluje obousměrný real-time model synchronizace stavu v AG-UI
• Poskytuje ukázky C# a Python pro nastavení agentů a nástrojů se stavem
• Dokumentuje prediktivní aktualizace stavu a optimistic UI přes streaming argumentů LLM nástrojů

Tato nová stránka popisuje, jak implementovat human-in-the-loop schvalovací workflow pomocí AG-UI v .NET, Python a Go. Přináší podrobné pokyny a ukázky kódu pro vyžádání schválení uživatelem před provedením citlivých volání nástrojů AI agenta, včetně vzorů implementace na serveru i klientu, osvědčených postupů a práce s přerušením (approval interrupt).

• Představuje AG-UI human-in-the-loop schvalovací vzor pro agenty v .NET, Python a Go
• Vysvětluje, jak obalit nástroje požadavkem na schválení a jak řešit approval interrupts
• Uvádí end-to-end ukázky serveru i klienta pro .NET a Python

Tato nová stránka představuje ucelenou dokumentaci pro tvorbu serverových i klientských aplikací pomocí protokolu AG-UI v .NET, Python a Go, s využitím Agent Framework a Azure OpenAI. Nabízí krokové instrukce, ukázky kódu, detaily protokolu, troubleshooting a poznámky k podpoře napříč jazyky, aby vývojáři mohli vytvářet interaktivní AI agent zkušenosti přes HTTP a SSE.

• Krokový návod pro vytvoření AG-UI serveru v .NET a Azure OpenAI
• Instrukce pro vytvoření AG-UI klienta, který streamuje odpovědi ze serveru
• Detailní vysvětlení protokolu AG-UI včetně typů událostí a mechanismiky streamingu

Tato nová stránka představuje a dokumentuje koncept frontend function tools v AG-UI klientech pro .NET a Python. Vysvětluje registraci, spuštění a zpracování klientských nástrojů, které umožňují AI agentům pracovat s lokálními zdroji, a uvádí implementační pokyny, tok protokolu a osvědčené postupy.

• Vysvětluje, co jsou frontend nástroje a jejich use cases (např. přístup k senzorům, UI operace, funkce zařízení)
• Krokové instrukce pro registraci a použití frontend nástrojů v .NET i Python AG-UI klientech
• Popisuje tok protokolu a událostí při volání nástrojů mezi serverem a klientem

Tato nová stránka představuje a dokumentuje backend tool rendering s AG-UI a ukazuje, jak registrovat, implementovat a streamovat function tools pro Copilot agenty pomocí C# a Pythonu. Pokrývá nastavení serveru i klienta, real-time streaming volání nástrojů, zpracování chyb a best practices pro návrh a organizaci nástrojů.

• Vysvětluje backend tool rendering: server-side spouštění function tools s real-time streamingem ke klientům
• Uvádí kompletní C# příklad serveru registrujícího komplexní function tools pro AG-UI agenty
• Ukazuje rozšíření AG-UI klienta pro pozorování a zobrazení volání nástrojů a výsledků během streamingu

Tato nová stránka dokumentuje integraci protokolu AG-UI s Agent Framework, aby vývojáři mohli tvořit webové aplikace s AI agenty s pokročilými funkcemi jako real-time streaming, správa stavu, human-in-the-loop workflow a vlastní renderování UI. Pokrývá podporované funkce, architekturu, instalaci a použití v .NET, Python a Go a uvádí, jak lze CopilotKit využít pro tvorbu bohatých UI pro agenty.

• Představuje protokol AG-UI jako standardizovaný způsob tvorby interaktivních webových aplikací s AI agenty
• Popisuje plnou podporu AG-UI funkcí včetně streamingu, synchronizace stavu, schvalování a generative UI
• Vysvětluje integrační architektury pro ASP.NET Core, FastAPI (Python) a Go

Tato nová stránka dokumentuje beta balíček „agent-framework-tools“ a představuje nástroje pro spouštění shellu a práci s prostředím pro Copilot agenty. Popisuje použití lokálního i kontejnerizovaného shellu, zjišťování prostředí, politiky schvalování příkazů a integraci s běžnými i Harness agenty v .NET, Python a Go. Dokumentace zdůrazňuje bezpečnost, izolační hranice a přidává ukázky kódu.

• Představuje LocalShellTool a DockerShellTool pro spouštění shell příkazů s různou úrovní izolace
• Dokumentuje ShellEnvironmentProvider pro předávání kontextu shellu a prostředí agentům
• Vysvětluje ShellPolicy pro před-filtrování příkazů (allow/deny listy)

Tato nová dokumentace představuje Microsoft Foundry Toolbox, server-side balík pro správu a opakované použití konfigurací nástrojů napříč agenty v Agent Framework. Popisuje instalaci, konfiguraci, vzory použití (včetně vystavení skills a přímého MCP přístupu), omezení a ukázky kódu pro modularizaci a správu nasazení Copilot agentů.

• Představuje koncept a použití Microsoft Foundry Toolbox pro správu konfigurací nástrojů
• Uvádí instrukce k instalaci a nastavení Python SDK balíčků
• Vysvětluje integraci s hosted agenty a vystavení skills přes MCP

Tato nová stránka popisuje, jak používat Microsoft Agent Framework s modely OpenAI v C#, Python a Go a představuje nový Responses client jako doporučený přístup pro plnou podporu nástrojů. Dokumentuje podporované nástroje, pokyny k migraci z deprecated API a přidává konkrétní ukázky kódu pro jednotlivé jazyky a typy klientů.

• Představuje Responses client jako primární, funkčně bohatou integraci OpenAI pro agenty
• Upřesňuje deprecaci OpenAI Assistants API a uvádí pokyny k migraci
• Popisuje matici podpory nástrojů pro klienty Responses a Chat Completion napříč jazyky

Tato nová stránka popisuje, jak používat Ollama, open-source runtime pro lokální modely, s Agent Framework pro .NET a Python. Pokrývá instalaci, konfiguraci, tvorbu agentů, podporu nástrojů a streaming, aby bylo možné spouštět modely lokálně pro vývoj, testování nebo on‑prem scénáře.

• Představuje integraci Ollama s Agent Framework pro lokální běh modelů
• Uvádí postup nastavení pro .NET i Python prostředí
• Popisuje podporu function tools, schvalování nástrojů a lokálních MCP nástrojů

Tato nová stránka dokumentuje, jak používat Microsoft Foundry jako poskytovatele modelů pro Microsoft Agent Framework v .NET, Python a Go. Popisuje přímou inference modelů, integrační vzory, podporované nástroje a konfiguraci pro jednotlivé jazyky, aby vývojáři mohli využít modely hostované ve Foundry i modely navázané na projekty.

• Představuje přímou inference modelů z project endpointů Microsoft Foundry v .NET, Python a Go
• Vysvětluje dva integrační vzory: code-first (Responses Agent) a service-managed (Foundry Agent)
• Popisuje podporované nástroje a schopnosti pro jednotlivé jazyky včetně function tools, code interpreter a file search

Tato nová stránka dokumentuje, jak používat Google Gemini jako poskytovatele pro agenty Agent Framework, včetně nastavení, konfigurace a podpory nástrojů v .NET, Python a Go. Popisuje autentizaci, výběr modelu a integraci přes Gemini Developer API nebo Vertex AI a uvádí pokročilé schopnosti jako streaming, function tools a grounding pomocí Google služeb.

• Představuje Google Gemini jako podporovaného poskytovatele pro agenty Agent Framework přes Gemini Developer API nebo Vertex AI
• Uvádí kroky nastavení a konfigurace pro .NET, Python a Go SDKs
• Popisuje autentizaci a výběr modelu pro integraci Gemini

Tato nová dokumentace představuje Foundry Local, které umožňuje spouštět podporované modely Microsoft Foundry lokálně s Agent Framework v Pythonu. Popisuje instalaci, konfiguraci, kompatibilitu nástrojů a kontrolu schopností modelů a představuje významné rozšíření pro vývojáře Copilot, kteří potřebují lokální běh modelů.

• Foundry Local umožňuje spouštět Foundry modely na lokálním počítači pomocí Agent Framework v Pythonu
• Uvádí kroky instalace a konfigurace pro lokální běh modelů
• Upřesňuje, které nástroje jsou v lokálním runtime podporovány/nepodporovány (např. bez hosted code interpreter nebo web search)

Tato nová stránka popisuje, jak používat Microsoft Agent Framework s Azure OpenAI, představuje nový Responses client jako doporučený přístup pro plnou podporu nástrojů a upřesňuje deprecaci Assistants API. Přináší podrobné ukázky kódu pro .NET a Go, matice podpory nástrojů a pokyny k migraci pro Python a uživatele starších přístupů.

• Představuje Responses client jako primární, plně vybavený Azure OpenAI klient s podporou code interpreter, file search, web search a hosted MCP tools.
• Upřesňuje, že Azure OpenAI Assistants API je deprecated a doporučuje migraci na Responses client.
• Poskytuje rozsáhlé ukázky kódu pro .NET a Go pro inicializaci a používání Azure OpenAI agentů včetně konfigurace proměnných prostředí.

Tato nová stránka dokumentuje, jak používat modely Claude od Anthropic s Microsoft Agent Framework, včetně nastavení, konfigurace, podpory nástrojů a pokročilých funkcí jako extended thinking a managed skills. Nabízí podrobné ukázky kódu pro .NET, Python a Go a umožňuje vývojářům integrovat Claude jako agenta do aplikací.

• Představuje podporu modelů Anthropic Claude v Microsoft Agent Framework přes přímou inference a Claude Agent SDK
• Popisuje nastavení proměnných prostředí a autentizaci pro public API i scénáře Microsoft Foundry
• Vysvětluje podporované/nepodporované nástroje (např. function tools, code interpreter, web search)

Tato nová stránka dokumentuje integraci Amazon Bedrock jako spravovaného poskytovatele foundation modelů s Microsoft Agent Framework, včetně nastavení, konfigurace a podpory nástrojů pro .NET a Python. Popisuje autentizaci, výběr modelu, generování embeddingů a kompatibilitu nástrojů, aby uživatelé mohli využít Bedrock modely v agentech typu Copilot.

• Představuje Amazon Bedrock jako podporovaného externího poskytovatele foundation modelů pro Agent Framework
• Uvádí kroky instalace a konfigurace pro .NET i Python klienty
• Vysvětluje autentizaci přes AWS credential chain a výběr modelu

Tato nová stránka dokumentuje poskytovatele modelů podporované Microsoft Agent Framework, včetně jejich schopností, SDK a integračních metod v .NET, Python a Go. Přináší ucelené srovnání funkcí poskytovatelů, doporučení pro správu historie konverzace a konkrétní instrukce pro připojení k jednotlivým poskytovatelům.

• Přináší srovnávací matici podporovaných poskytovatelů modelů a jejich schopností (např. Function Tools, Structured Outputs, Code Interpreter atd.)
• Uvádí dostupné poskytovatele pro .NET, Python a Go SDKs, včetně Azure OpenAI, OpenAI, Microsoft Foundry, Anthropic, Ollama, Amazon Bedrock, Google Gemini, ONNX, Dapr a Mistral
• Vysvětluje podporu historie konverzace a jak se liší podle poskytovatele a typu připojení

Tato nová dokumentace představuje oficiální pokyny k integraci Microsoft Purview s Agent Framework SDK, aby bylo možné zajistit enterprise úroveň bezpečnosti dat, compliance a governance pro AI agenty. Obsahuje předpoklady, ukázky kódu pro .NET a Python a kroky pro konfiguraci Purview politik a registraci v Entra.

• Popisuje použití Microsoft Purview APIs s Agent Framework SDK pro vynucení DLP a compliance v AI agentech
• Uvádí ukázky kódu pro .NET a Python pro integraci Purview policy middleware do agent workflow
• Uvede předpoklady včetně předplatných Azure a Microsoft 365 a kroky instalace SDK

Tato nová stránka popisuje, jak používat spravovanou evaluační službu Microsoft Foundry s Agent Framework: hodnocení kvality, bezpečnosti, použití nástrojů, chování agentů a rubric‑based evaluace. Přináší ukázky kódu pro .NET a Python, popisuje předpoklady a integrační vzory včetně quality gate postupů.

• Představuje integraci FoundryEvals pro spravované hodnocení agentů
• Detailně popisuje předpoklady a nastavení pro používání Foundry evaluation APIs
• Uvádí ukázky .NET a Python pro vyhodnocení odpovědí a dotazů agenta

Tato nová stránka dokumentuje dvě významné integrace Neo4j pro Microsoft Copilot Agent Framework: GraphRAG pro pokročilé retrieval‑augmented generation nad znalostními grafy a persistentní paměť pro budování a připomínání uživatelsky specifických znalostních grafů napříč relacemi. Přináší předpoklady, instalaci, příklady použití a klíčové vlastnosti pro .NET a Python.

• Představuje Neo4j GraphRAG context provider pro RAG s vector, fulltext a hybrid vyhledáváním plus graph traversal
• Dokumentuje integraci persistentní paměti pro extrakci entit/faktů/preferencí a jejich recall napříč relacemi
• Uvádí příklady nastavení a použití pro .NET a Python v obou vzorech

Tato nová stránka dokumentuje Monty, interpreter v Rustu pro omezenou podmnožinu Pythonu, a jeho integraci s Microsoft Copilot Agent Framework přes MontyCodeActProvider. Vysvětluje instalaci, konfiguraci a použití Monty jako cross‑platform alternativy CodeAct runtime k Hyperlight a shrnuje schopnosti a omezení.

• Představuje Monty jako interpreter v Rustu pro omezené spouštění Pythonu v Copilot agentech
• Popisuje MontyCodeActProvider pro integraci spouštění kódu a volání nástrojů v Agent Framework
• Vysvětluje instalační kroky a ukázku registrace a volání provider‑owned tools

Tato nová dokumentace představuje podporu Microsoft Foundry pro dva klíčové kontextové vzory agentů: file-search RAG a spravovanou sémantickou paměť. Přináší podrobné pokyny a ukázky kódu pro integraci těchto schopností do agentů, včetně pokročilého RAG a persistentní konverzační paměti.

• Popisuje dva kontextové vzory: file-search RAG a spravovanou sémantickou paměť
• Vysvětluje použití Foundry spravovaných vector store a nástrojů file search pro RAG
• Krokové ukázky kódu pro .NET a Python: tvorba, použití a úklid vector store a agentů

Tato nová stránka dokumentuje backend Hyperlight pro CodeAct v Agent Framework: sandboxované prostředí pro spouštění kódu umožňující efektivní, auditovatelné a izolované orchestrace nástrojů pro Copilot agenty. Popisuje instalaci, vzory použití, možnosti konfigurace, schvalovací mechanismy a aktuální omezení a poskytuje ucelené pokyny pro integraci CodeAct nad Hyperlight do agent workflow.

• Představuje Hyperlight jako backend pro CodeAct: izolované sandboxované spouštění kódu s přístupem k provider‑owned tools přes call_tool(...)
• Popisuje instalační kroky a preview status .NET balíčku, včetně požadavků na hardware a závislosti
• Vysvětluje použití HyperlightCodeActProvider a HyperlightExecuteCodeTool pro integraci CodeAct do agentů včetně konfigurace nástrojů, file mountů a povolených outbound domén

Tato nová dokumentace představuje podporu použití Azure Cosmos DB jako poskytovatele historie konverzace i dlouhodobé paměti v Microsoft Agent Framework pro .NET a Python. Popisuje konfiguraci, použití a zabezpečení těchto providerů, aby bylo možné zajistit persistentní historii chatu a sémantickou paměť pro agenty typu Copilot.

• Vysvětluje dva vzory context providerů: historie konverzace a dlouhodobá paměť
• Uvádí instrukce k nastavení a konfiguraci Cosmos DB providerů pro .NET a Python
• Představuje CosmosMemoryContextProvider pro dlouhodobou sémantickou paměť v Pythonu

Tato nová stránka dokumentuje integraci Azure Content Understanding s agent frameworky: automatizovanou analýzu dokumentů, obrázků, audia a videa a vkládání strukturovaných výsledků do kontextu Copilot agentů. Popisuje instalaci, použití a pokročilé možnosti zpracování a rozšiřuje schopnost Copilot zpracovávat a vyhodnocovat bohaté typy obsahu.

• Představuje ContentUnderstandingContextProvider pro analýzu a extrakci strukturovaných dat z různých typů souborů
• Podporuje OCR, tabulky, strukturovaná pole, transkripci, diarizaci a souhrny segmentů
• Popisuje vzor předzpracování a možnosti práce s velkými dokumenty přes vector store

Tato nová stránka dokumentuje, jak integrovat Azure AI Search s Agent Framework pro .NET a Python a umožnit sémantické i agentic retrieval vzory pro Copilot agenty. Přináší podrobné ukázky kódu, pokyny ke konfiguraci a zvýrazňuje pokročilé možnosti jako hybridní vyhledávání a multi-hop reasoning.

• Představuje integraci Azure AI Search jako grounding context provider pro Copilot agenty v Pythonu a .NET
• Dokumentuje jak sémantické (hybrid keyword/vector), tak agentic (multi-hop, knowledge base) režimy retrieval
• Uvádí end-to-end ukázky kódu pro konfiguraci a použití Azure AI Search s Agent Framework agenty

Tato nová stránka dokumentuje, jak použít GitHub Copilot jako agent backend v Microsoft Agent Framework: nastavení, schopnosti, oprávnění a integraci pro .NET a Go SDKs. Představuje funkce Copilot agentů jako přístup k shellu/souborům/URL, streaming odpovědí, správu session, schvalování nástrojů a integraci MCP serveru.

• Vysvětluje, jak vytvořit a nakonfigurovat GitHub Copilot agenty pomocí Microsoft Agent Framework v .NET a Go
• Dokumentuje schopnosti agenta: spouštění shell příkazů, práci se soubory, načítání URL a integraci MCP serveru
• Popisuje mechanismy oprávnění a schvalování pro citlivé operace a vlastní nástroje

Tato nová dokumentace představuje integraci Microsoft Foundry Agent Service s Agent Framework a popisuje, jak se připojit k Prompt Agents a Hosted Agents, spravovat sessions a konfigurovat chování agenta. Přináší ucelené pokyny pro využití Foundry‑spravovaných definic agentů, včetně podporovaných nástrojů, context providerů a run voleb.

• Vysvětluje, jak připojit aplikace Agent Framework k Prompt Agents a Hosted Agents spravovaným Microsoft Foundry Agent Service.
• Popisuje instalační kroky a ukázky kódu pro .NET a Python SDKs.
• Upřesňuje autoritativní roli agent definic uložených ve Foundry pro modely, instrukce a nástroje.

Tato nová dokumentace představuje integraci Copilot Studio s Agent Framework: jak vytvářet a konfigurovat agenty v .NET a Pythonu a jak se dělí schopnosti mezi portál Copilot Studio a klientské SDK. Zmiňuje také plánovanou podporu Go.

• Agenty Copilot Studio lze nově používat v Agent Framework přes .NET a Python SDKs
• Uvádí instrukce pro vytvoření agenta, konfiguraci a streaming odpovědí
• Schopnosti agenta (topics, plugins apod.) se spravují v portálu Copilot Studio, nikoli přes klientské nástroje

Tato nová stránka dokumentuje integraci Anthropic Claude jako spravovaného agenta v Agent Framework: instalaci, konfiguraci, použití a aspekty oprávnění. Představuje třídu ClaudeAgent, která využívá spravovaný runtime a nástroje Claude, a rozlišuje tuto integraci od použití Claude jako poskytovatele modelu.

• Představuje balíček agent-framework-claude pro integraci Claude jako spravovaného agenta
• Popisuje konfigurační proměnné pro výběr modelu, oprávnění a runtime omezení
• Uvádí ukázky kódu pro běžné i streaming běhy agenta

Tato nová stránka dokumentuje A2A agent service, která umožňuje aplikacím připojit se k remote agentům přes protokol Agent-to-Agent (A2A). Přináší ucelené pokyny pro .NET, Python a Go: discovery, připojení a interakce s remote A2A agenty, včetně streamingu, background úloh, autentizace, volby protokolu a správy session.

• Představuje A2AAgent pro připojení k remote agentům pomocí protokolu A2A
• Popisuje tři strategie discovery: well-known URI, katalogově a přímou konfigurací
• Vysvětluje volbu protokolu mezi HTTP+JSON a JSON-RPC bindingy

Tato nová stránka dokumentuje, jak Agent Framework podporuje jak hosting, tak připojení k OpenAI‑kompatibilním endpointům přes Chat Completions a Responses APIs. Přináší podrobné pokyny a ukázky kódu pro .NET, Python a Go, aby bylo možné agenty vystavit přes standardní OpenAI protokoly nebo se připojit k externím či self-hostovaným OpenAI‑kompatibilním serverům.

• Představuje podporu OpenAI Chat Completions i Responses APIs v Agent Framework
• Uvádí krokové instrukce pro hosting agentů jako OpenAI‑kompatibilní endpointy v .NET
• Popisuje, jak se z Pythonu a Go připojit na libovolný OpenAI‑kompatibilní endpoint

Tato nová stránka popisuje, jak hostovat agenty pomocí protokolu Agent-to-Agent (A2A): krokové pokyny a ukázky kódu pro vystavení agentů jako A2A serverů v .NET, Python a Go. Představuje nové možnosti standardizované, cross‑platform komunikace agentů a interoperability.

• Představuje A2A protokol pro discovery agentů, message‑based komunikaci a dlouhotrvající procesy
• Uvádí krokové instrukce a kód pro vystavení agentů přes A2A v ASP.NET Core, Pythonu a Go
• Vysvětluje AgentCard metadata pro discovery a integraci agentů

Tato nová dokumentace představuje schopnost A2A Hosting, která umožňuje vývojářům vystavit AI agenty přes protokol Agent-to-Agent (A2A) pomocí hosting balíčků od Microsoftu. Popisuje setup, protocol bindingy, discovery, rozšiřitelnost a hosting více agentů a výrazně rozšiřuje interoperabilitu a možnosti nasazení agentů typu Copilot.

• Představuje hosting AI agentů přes A2A protokol pro komunikaci mezi frameworky
• Popisuje NuGet balíčky pro ASP.NET Core a základní hosting logiku A2A
• Uvádí krokové nastavení a ukázky kódu pro hosting agentů a mapování protokolových endpointů

Tato nová stránka popisuje, jak self-hostovat Agent Framework agenty pomocí A2A protokolu, s podrobnými pokyny a ukázkami kódu pro .NET, Go a Python. Představuje nové Python balíčky pro integraci Agent Framework agentů s A2A, popisuje různé hosting modely a vysvětluje správu session a bezpečnostní aspekty.

• Představuje možnosti integrace .NET, Go a Python pro hosting A2A agentů
• Popisuje dva nové Python balíčky: agent-framework-a2a a agent-framework-hosting-a2a
• Uvádí ukázky kódu pro implementaci A2A executorů a adapterů v Pythonu

Tato nová dokumentace představuje Durable Extension pro Microsoft Agent Framework: durable běh, perzistenci stavu, obnovu po selhání a škálovatelnou orchestraci pro agenty a workflow v C# a Pythonu. Popisuje hosting modely (Azure Functions a self-hosted), setup instrukce a pokročilé orchestrční vzory a výrazně rozšiřuje možnosti hostingu a orchestrace agentů v Copilot scénářích.

• Durable Extension umožňuje perzistentní, obnovitelné a škálovatelné sessions agentů a workflow
• Podporuje Azure Functions (serverless) i bring-your-own-compute/self-hosted modely
• Automatická správa stavu, checkpointing a orchestraci multi-agent workflow

Tato nová dokumentace představuje a vysvětluje správu stavu a izolaci ve Microsoft Agent Framework Workflows, včetně toho, jak executors a agenti sdílejí, čtou a izolují stav napříč běhy workflow. Přináší podrobné pokyny a ukázky kódu pro práci se sdíleným i izolovaným stavem v multi-executor workflow a popisuje mechanismy resetu stavu a session agentů.

• Vysvětluje sdílení stavu a chování rozsahu (scope) pro executory ve workflow
• Uvádí ukázky kódu pro zápis a čtení sdíleného stavu v C#, Python a Go
• Popisuje workflow-scoped runtime kwargs pro předávání hodnot agentům a nástrojům

Tato nová dokumentace představuje experimentální Functional Workflow API, které umožňuje definovat workflow jako nativní Python async funkce pomocí dekorátorů, nativního control flow a standardní Python concurrency. Popisuje používání API včetně HITL, checkpointingu, streamingu, step‑level cachingu, integrace agentů a uvádí interoperabilitu a omezení.

• Představuje dekorátory @workflow a @step pro definici a správu workflow a kroků jako async Python funkcí
• Popisuje podporu nativního Python control flow (if/else, for, asyncio.gather) ve workflow
• Vysvětluje integraci HITL (human-in-the-loop), checkpointing a správu workflow stavu

Tato nová stránka představuje a dokumentuje koncept Executorů jako základních jednotek zpracování workflow v agent frameworku Copilot: strukturu, práci se zprávami, správu stavu a integrační vzory napříč C#, Python a Go. Nabízí ucelené pokyny pro implementaci vlastní logiky, AI agentů i funkčních executorů a pro správu životního cyklu a označení výstupů.

• Definuje Executory jako autonomní jednotky workflow s možností zpracování zpráv
• Vysvětluje implementaci Executorů v C#, Python a Go, včetně ukázek kódu
• Popisuje správu stavu a resettable executory pro sdílené či stavové scénáře

Tato nová stránka dokumentuje systém workflow událostí pro Copilot: built-in a custom typy událostí, jejich konzumaci a emitování a zpracování human-in-the-loop scénářů. Přináší konkrétní ukázky kódu v C#, Python a Go pro observability, streaming a rozšíření workflow událostí.

• Představuje a dokumentuje všechny built-in typy workflow událostí a jejich discriminators
• Vysvětluje konzumaci workflow událostí v reálném čase přes streaming APIs
• Popisuje, jak definovat, emitovat a konzumovat custom události pro doménové potřeby

Tato nová stránka představuje a dokumentuje koncept „Edges“ ve workflow Copilot: konfiguraci směrování zpráv a větvení mezi executory. Pokrývá více typů hran včetně direct, conditional, switch-case, fan-in a multi-selection (fan-out) a přidává podrobné návody a ukázky kódu pro pokročilé směrovací scénáře.

• Definuje a vysvětluje více typů hran pro směrování zpráv ve workflow: direct, conditional, switch-case, fan-in a multi-selection (fan-out)
• Uvádí podrobné ukázky kódu pro C#, Python a Go pro každý typ hrany
• Představuje pokročilé conditional a multi-selection směrování s reálnými use cases a ukázkovými implementacemi

Tato nová stránka představuje a dokumentuje Workflow Builder a Execution framework pro Copilot: jak workflow sestavit, validovat a spustit pomocí grafového modelu se superstep (BSP) sémantikou. Popisuje API v několika jazycích, režimy běhu (streaming i non-streaming), validační pravidla a základní model vykonávání pro deterministická workflow.

• Představuje WorkflowBuilder API pro sestavení workflow jako orientovaného grafu v .NET, Python a Go
• Vysvětluje režimy běhu workflow (streaming a non-streaming) s ukázkami kódu
• Popisuje komplexní validaci workflow (kompatibilita typů, konektivita, binding, validace hran)

Tato nová stránka představuje a dokumentuje koncept sub-workflow v workflow systému Microsoft Copilot: skládání, vnořování a správa znovupoužitelných workflow komponent s izolovaným stavem a běhy. Pokrývá vzory tvorby v C# a Go, práci se vstupy/výstupy, propagaci chyb, checkpointing a pokročilé funkce jako vícestupňové vnoření a request/response směrování.

• Definuje sub-workflow jako znovupoužitelné, izolované workflow komponenty uvnitř nadřazeného workflow
• Vysvětluje tvorbu přes přímý binding a obalení jako agenta v C#
• Popisuje zachování typů vstupů/výstupů a směrování zpráv mezi parent a sub-workflow

Tato nová stránka představuje a dokumentuje režimy vykonávání workflow pro .NET a Go v Copilot: OffThread, Lockstep a Concurrent. Vysvětluje dopad jednotlivých režimů na superstep vykonávání, doručování událostí, concurrency a kdy který režim použít ve streaming i non-streaming scénářích.

• Představuje režimy OffThread (výchozí), Lockstep a Concurrent pro workflow v .NET a Go
• Vysvětluje rozdíly ve vláknování, doručování událostí a concurrency mezi režimy
• Uvádí doporučení, kdy který režim použít v produkci, testech nebo pro debugging

Tato nová stránka dokumentuje Agent Executor: komponentu, která umožňuje AI agentům účastnit se workflow tím, že řeší směrování zpráv, stav session, streaming, chaining a checkpointing. Přináší podrobné pokyny pro C# a Go SDK včetně konfigurace, práce se vstupy/výstupy a pokročilých chování.

• Vysvětluje roli Agent Executor pro adaptaci AI agentů do běhu workflow
• Popisuje směrování zpráv, správu session a zpracování output událostí
• Detailně uvádí streaming i non-streaming režimy a možnosti konfigurace

Tato nová stránka představuje a dokumentuje Agent Harness: runtime scaffolding v Agent Framework, který z jazykových modelů dělá agenty schopné složitých více‑krokových úloh. Popisuje architekturu, výchozí i rozšiřitelné schopnosti a instrukce pro .NET a Python implementace včetně experimentálních funkcí a ukázkového terminálového UX.

• Definuje koncept Agent Harness a jeho roli při řízení agent workflow
• Popisuje architekturu a skládání z building blocks Agent Framework
• Uvádí matici schopností s výchozími a volitelnými funkcemi (např. volání funkcí, schvalování nástrojů, web search, background agents)

Tato nová stránka dokumentuje, jak spouštět agenty v Microsoft Agent Framework, včetně podrobných pokynů pro streaming i non-streaming běhy, možností přizpůsobení pro jednotlivé běhy a podporovaných typů zpráv/obsahu v .NET, Python a Go. Přináší konkrétní ukázky kódu a zvýrazňuje rozšiřitelnost pro různé poskytovatele agentů a typy obsahu.

• Vysvětluje streaming vs. non-streaming běh agentů s ukázkami pro .NET, Python a Go
• Dokumentuje přizpůsobení pro jednotlivý běh přes options objekty, včetně provider‑specifických nastavení a přepsání výchozích hodnot
• Detailně popisuje systém typů zpráv a obsahu pro vstup/výstup agentů včetně rozšiřitelných content typů

Tato nová stránka představuje a dokumentuje, jak implementovat guardrails a termination middleware pro Copilot agenty v C#, Python a Go. Přináší ukázky kódu a pokyny pro vynucování obsahových politik, blokování nepovolených vstupů, limitování délky konverzace a řízení běhu agenta.

• Vysvětluje použití middleware jako guardrails pro řízení ukončení běhu a vynucení politik
• Uvádí C# ukázku pro blokování citlivých slov a zkracování dlouhých odpovědí pomocí agent run middleware
• Popisuje Python middleware vzory pro pre- a post-termination, včetně blokování obsahu a limitování odpovědí

Tato nová stránka dokumentuje, jak používat runtime context v agent frameworku Microsoft Copilot napříč C#, Python a Go. Vysvětluje, jak middleware a nástroje mohou číst a měnit data pro konkrétní běh, session a volání, což umožňuje pokročilé přizpůsobení a dynamické chování Copilot agentů.

• Představuje plochy runtime contextu: per-run (AdditionalProperties), per-session (StateBag) a per-invocation (FunctionInvocationContext)
• Uvádí podrobné ukázky C# a Python pro vkládání a čtení runtime contextu v middleware a nástrojích
• Popisuje sdílení a izolaci session u delegovaných agentů pomocí propagate_session

Tato nová stránka dokumentuje middleware schopnost „Result Overrides“, která umožňuje zachytit a upravit výstupy agenta v C#, Python a Go. Přináší podrobné příklady pro streaming i non-streaming scénáře a umožňuje pokročilou úpravu odpovědí Copilot agentů.

• Představuje result override middleware pro následné zpracování výstupů agenta
• Uvádí C# příklad úpravy AgentResponse před vrácením volajícímu
• Obsahuje Python ukázku pro override a validaci výsledků ve streaming i non-streaming režimu

Tato nová stránka představuje ucelenou dokumentaci, jak přidat middleware do Copilot agentů: krokové návody a ukázky pro .NET, Python a Go. Pokrývá agent run middleware, function-calling middleware, chat client middleware i pokročilé class-based a stateful vzory a umožňuje zachytit, zkontrolovat a upravit interakce agentů pro logging, bezpečnost a další účely.

• Krokové instrukce pro přidání middleware do agentů v .NET, Python a Go
• Příklady agent run, function-calling a chat client middleware
• Doporučení pro function-based i class-based (stateful) middleware vzory

Tato nová stránka představuje a dokumentuje chat-level middleware pro Copilot/AI agent scénáře: jak zachytit, logovat, upravit nebo přepsat chat zprávy a odpovědi v různých integračních bodech. Přináší ukázky pro .NET, Python a Go, včetně class-based a function-based přístupů, a popisuje registraci na úrovni agenta i jednotlivého běhu.

• Vysvětluje koncept a use cases chat-level middleware v Copilot/AI agent workflow
• Uvádí .NET příklad registrace IChatClient middleware pro logging a úpravy
• Obsahuje Python ukázky pro class-based i function-based middleware se security filtrováním a response override

Tato nová stránka představuje a dokumentuje rozšiřitelnost middleware v Agent Framework pro Copilot: jak zachytit, upravit a rozšířit běh agentů a funkcí v různých fázích. Pokrývá typy middleware, registrační vzory a přináší ukázky kódu pro .NET, Python a Go pro logging, bezpečnost a zpracování chyb.

• Vysvětluje tři typy middleware: Agent Run, Function Calling a IChatClient middleware
• Popisuje chaining middleware a registraci přes builder vzory
• Uvádí ukázky implementace middleware v .NET, Python a Go

Tato nová stránka představuje ucelenou dokumentaci pro tvorbu vlastních agentů v Microsoft Agent Framework, včetně detailních příkladů pro .NET, Python a Go. Pokrývá správu session, logiku agenta, streaming odpovědi, integraci nástrojů a tvorbu vlastních providerů.

• Krokový návod pro tvorbu vlastních agentů děděním z AIAgent/BaseAgent
• Ukázky pro .NET (C#), Python a Go
• Pokrývá správu session včetně in-memory i externích úložišť

Tato nová dokumentační stránka představuje ucelené pokyny k možnostem úložiště pro historii konverzace v Agent Framework: in-memory, service-managed a úložiště přes vlastní providery. Popisuje konfiguraci, redukci a perzistenci chat historie napříč C#, Python a Go a přidává best practices pro správu session a bezpečnost.

• Vysvětluje built-in režimy ukládání: lokální stav session a service-managed storage
• Uvádí ukázky kódu pro konfiguraci in-memory a service-managed chat historie v C#, Python a Go
• Popisuje strategie pro zmenšování historie v paměti včetně reducerů a filtrů

Tato nová stránka dokumentuje koncept AgentSession: jak se spravuje, ukládá a obnovuje stav konverzace napříč běhy agentů v Copilot a souvisejících SDKs. Popisuje strukturu session, vzory použití, bezpečnostní aspekty a serializaci pro více jazyků a typů agentů.

• Představuje AgentSession jako klíčový kontejner stavu konverzace pro agenty
• Vysvětluje pole session včetně lokálních a service-side identifikátorů a úložiště stavu
• Popisuje bezpečné zacházení se service session ID v multi-user/hostovaných scénářích

Tato nová stránka představuje a dokumentuje koncept context providerů pro Copilot agenty: konfiguraci, rozšíření a přizpůsobení paměti a obohacování kontextu napříč více SDKs a jazyky. Pokrývá built-in i vlastní providery, file-backed paměť, dynamický výběr nástrojů a pokročilé vzory použití.

• Vysvětluje roli a životní cyklus context providerů během běhu agenta
• Dokumentuje konfiguraci built-in i vlastních context providerů pro .NET, Python a Go SDKs
• Popisuje file-backed memory providery pro persistentní paměť napříč relacemi

Tato nová stránka představuje a dokumentuje experimentální compaction framework pro Copilot agenty: řízení a redukci historie konverzace kvůli limitům kontextu LLM. Popisuje klíčové koncepty, použitelnost, strategie, spouštěče a integraci pro Python a Go SDKs i použití s Harness Agent.

• Představuje compaction framework pro řízení historie konverzace agenta
• Vysvětluje použitelnost (jen in-memory agenti) a koncepty jako skupiny zpráv a spouštěče
• Popisuje více strategií compaction (např. sliding window, summarization, truncation, pipeline)

Tato nová dokumentace představuje ChatHistoryMemoryProvider: AI context provider, který umožňuje agentům vybavovat si relevantní chat historii pomocí sémantického vyhledávání nad vector store. Popisuje konfiguraci, použití, bezpečnostní aspekty a integrační požadavky.

• Představuje ChatHistoryMemoryProvider pro ukládání a získávání chat historie přes sémantické vyhledávání podle podobnosti
• Vysvětluje volby konfigurace pro ukládání, retrieval a rozsah paměti
• Uvádí C# ukázku s in-memory i persistentními vector store možnostmi

Tato nová stránka představuje a dokumentuje vrstvenou pipeline architekturu agentů v Microsoft Agent Framework: skládání middleware, context providerů a client-level úprav. Vysvětluje tok vykonávání, rozšiřitelné body a rozdíly mezi typy agentů, včetně podpory agentů souvisejících s Copilot.

• Popisuje vícevrstvou pipeline architekturu agentů včetně middleware, context a chat client vrstev
• Vysvětluje, jak přidat vlastní middleware a context providery pro logging, validaci a vkládání kontextu
• Popisuje tok vykonávání requestů a odpovědí agentů pipeline

Tato nová stránka dokumentuje plánování a správu todo položek pro Copilot agenty: použití todo a agent mode providerů pro sledování práce a přepínání provozních režimů agenta. Pokrývá .NET a Python SDKs, ruční i Harness Agent integraci, chování session a omezení podpory v Go.

• Představuje todo provider pro sledování a správu pracovních položek v session agenta
• Dokumentuje agent mode provider pro přepínání mezi režimy „plan“ (interaktivní) a „execute“ (autonomní)
• Vysvětluje integraci v .NET a Python SDK včetně ručního nastavení a výchozí konfigurace Harness Agent

Tato nová stránka představuje a dokumentuje experimentální schopnost „agent looping“, která umožňuje opakované volání agenta, dokud není splněna podmínka dokončení. Pokrývá ruční nastavení, typy completion podmínek (včetně AI judge), řízení kontextu/výstupu a integraci s Harness Agent, s podrobnými příklady kódu pro .NET a Python.

• Představuje agent looping pro iterativní zpřesňování, dokončování todo a další scénáře
• Popisuje ruční nastavení přes LoopAgent a AgentLoopMiddleware s ukázkami kódu
• Detailně uvádí více loop evaluátorů včetně evaluace přes AI judge

Tato nová dokumentace představuje experimentální „background agents“: schopnost, kdy nadřazený agent deleguje souběžné úlohy na pojmenované child agenty. Popisuje nastavení, životní cyklus a integrační pokyny pro .NET a Python, včetně manuální i automatické správy úloh, integrace s Harness Agent a bezpečnostních aspektů.

• Představuje background agents pro souběžné delegované vykonávání úloh nadřazeným agentem
• Vysvětluje nastavení a použití v .NET a Pythonu (zatím není dostupné v Go)
• Detailně popisuje nástroje životního cyklu úloh a vzory správy

Tutorial byl přepsán tak, aby používal Python (FastAPI a agent-framework-ag-ui) místo .NET pro příklady AG-UI serveru i klienta. To výrazně mění technologický stack i instrukce pro implementaci AG-UI řešení.

• Implementace serveru se změnila z ASP.NET Core/.NET na FastAPI/Python
• Implementace klienta se změnila z .NET konzolové aplikace na Python skript
• Požadavky na balíčky a instalační kroky byly aktualizovány pro Python ekosystém

Dokumentace byla významně aktualizována: přibyly příklady backend nástrojů pro Python a Go, upřesnilo se mapování AG-UI událostí a doplnily se explicitní instrukce pro přidávání backend nástrojů v .NET, Python a Go. Nový obsah také detailně popisuje mapování tool událostí a jak mohou klienti sledovat volání nástrojů a výsledky. Předchozí část o klientském pozorování byla odstraněna ve prospěch obecnějšího popisu mapování událostí.

• Přidány příklady implementace backend nástrojů pro Python a Go
• Doplněny explicitní instrukce pro registraci backend nástrojů v .NET
• Přidána nová sekce vysvětlující mapování AG-UI událostí pro volání nástrojů a výsledky

Stránka byla odstraněna nebo přesunuta. Dokumentace, která popisovala tvorbu a spouštění workflow pomocí WorkflowBuilder, včetně ukázek kódu, modelů vykonávání a validace, byla odstraněna. Tím mizí klíčové pokyny pro sestavení, běh a porozumění sémantice workflow v Copilot scénářích.

• Ztráta dokumentace k tvorbě workflow s WorkflowBuilder v .NET, Python a Go
• Odstranění ukázek kódu pro konstrukci a vykonávání workflow (streaming i non-streaming)
• Chybí vysvětlení superstep-based modelu vykonávání a synchronizačních bariér

Stránka byla odstraněna nebo přesunuta. Dokumentace k experimentálnímu Functional Workflow API byla odstraněna. Tím mizí oficiální pokyny pro definici workflow pomocí Python async funkcí, včetně dekorátorů, parametrů, HITL, streamingu, paralelismu a integrace agentů.

• Ztráta dokumentace pro definování workflow jako Python async funkcí pomocí @workflow
• Už neposkytuje pokyny k použití @step pro caching a emitování událostí
• Odstraňuje instrukce pro human-in-the-loop (HITL) workflow a checkpointing

Stránka byla odstraněna nebo přesunuta. Dokumentace k workflow event systému, včetně built-in a custom typů událostí, konzumace a streamingu, byla odstraněna. Vzniká tak významná mezera v pokynech pro observability a rozšiřitelnost workflow událostí v Copilot integracích.

• Ztráta dokumentace k built-in typům workflow událostí a jejich použití
• Už nepopisuje, jak workflow události konzumovat nebo streamovat v .NET, Python a Go
• Chybí pokyny pro definici, emitování a konzumaci custom workflow událostí

Stránka byla odstraněna nebo přesunuta. Dokumentace k sub-workflow v workflow systému Copilot byla odstraněna. Tím mizí oficiální pokyny pro skládání, vnořování a správu znovupoužitelných workflow komponent, které jsou zásadní pro tvorbu komplexních, modulárních Copilot řešení.

• Ztráta vysvětlení a ukázek kódu pro tvorbu sub-workflow pomocí BindAsExecutor a AsAIAgent
• Už nedokumentuje zachování typů vstupů/výstupů a směrování zpráv u sub-workflow
• Odstraněny pokyny k chování výstupů, request/response, propagaci chyb a checkpointingu ve vnořených workflow

Stránka byla odstraněna nebo přesunuta. Dokumentace k hostování a připojování OpenAI‑kompatibilních endpointů v Agent Framework byla odstraněna. Tím mizí oficiální pokyny pro vystavení agentů přes OpenAI protokoly a pro integraci s externími nebo self-hostovanými OpenAI‑kompatibilními servery v .NET, Python a Go.

• Ztráta krokových instrukcí pro hosting agentů jako OpenAI endpointů v .NET
• Odstranění detailních příkladů pro integraci Chat Completions a Responses APIs
• Už nedokumentuje, jak se připojit k libovolnému OpenAI‑kompatibilnímu endpointu z Pythonu nebo Go

Stránka byla odstraněna nebo přesunuta. Dokumentace k Hyperlight CodeAct, která popisovala použití Hyperlight backendu pro CodeAct v Agent Framework, byla odstraněna. Stránka obsahovala zásadní pokyny k instalaci, vzorům použití, konfiguraci a omezením pro integraci sandboxovaného spouštění kódu a orchestrace nástrojů. Její odstranění vytváří významnou mezeru pro uživatele této schopnosti.

• Ztráta instalačních a setup instrukcí pro Microsoft.Agents.AI.Hyperlight a jeho závislosti
• Chybí pokyny k použití HyperlightCodeActProvider a HyperlightExecuteCodeTool pro spouštění kódu a orchestraci nástrojů
• Už nedokumentuje konfigurační volby pro file mounty, outbound přístup a režimy schvalování

Stránka byla odstraněna nebo přesunuta. Dokumentace k Durable Extension pro Microsoft Agent Framework byla odstraněna. Popisovala durable běh, perzistenci, orchestraci a škálování agentů a workflow v C# a Pythonu přes Azure Functions nebo self-hosted modely. V tomto umístění již nejsou k dispozici pokyny k implementaci durable agentů a orchestrací.

• Ztráta dokumentace k enable durable běhu a perzistence pro agenty
• Už neposkytuje instrukce pro nasazení durable agentů v Azure Functions nebo self-hosted režimu
• Chybí pokyny pro orchestraci multi-agent workflow a správu dlouhotrvajících session

Stránka byla odstraněna nebo přesunuta. Dokumentace k ChatHistoryMemoryProvider, která umožňuje agentům vybavovat si relevantní chat historii pomocí vector store a sémantického vyhledávání, byla odstraněna. Tím mizí detailní pokyny ke konfiguraci, používání a zabezpečení tohoto memory provideru.

• Ztráta dokumentace, jak zapnout vybavování chat historie přes vector store
• Chybí konfigurační volby pro vyhledávací chování, limity výsledků a filtrování zpráv
• Nejsou dostupné bezpečnostní aspekty a best practices pro citlivá data a prompt injection

Tato nová stránka dokumentuje, jak funguje síťová izolace pro toolboxes v Microsoft Foundry, včetně toho, které nástroje Copilot agentů podporují privátní síťování a jak nastavit projekty pro bezpečná prostředí. Poskytuje matici kompatibility podle nástroje a instrukce pro Basic i Standard agent projekty.

• Představuje matici podpory, která ukazuje kompatibilitu síťové izolace pro každý nástroj Copilot agentů
• Vysvětluje tok provozu a požadavky na endpointy pro nástroje v síťově izolovaných prostředích
• Uvádí pokyny pro nastavení síťově zabezpečených Foundry projektů pomocí šablon infrastructure-as-code

Byl uveden nový ucelený validační checklist pro integrace Agent 365 SDK, který vede uživatele ověřením schopností agenta, konfigurace a připravenosti před nasazením. Checklist pomáhá zajistit, že klíčové oblasti — identity, observability, tooling a notifikace — jsou nastaveny správně.

• Představuje krokový checklist pro validaci integrací Agent 365 SDK
• Pokrývá ověření chování agenta, identity, observability, toolingu, notifikací a konfigurace
• Obsahuje doporučení pro použití interní schopnosti Agent 365 Validate & Diagnose pro kontroly na úrovni kódu

Tato nová dokumentace popisuje breaking changes v Agent Framework 1.13.0, které ovlivňují checkpointing Python workflow: lepší replayability a změny v superstep, iteracích a práci s checkpointy. Upozorňuje na nutné úpravy kódu pro aplikace závislé na počtu iterací, pořadí událostí nebo message source ID.

• Start executor nyní běží v prvním superstepu, což ovlivňuje události a počty iterací
• Zavedeny entry a response-entry checkpointy pro plnou replayability workflow
• max_iterations je nutné zvýšit o jedna pro workflow na původním limitu

Nová stránka poskytuje přehled různých integračních scénářů pro OpenAI, včetně přímého použití modelů, provider-hosted tools, UI integrace a možností self-hostingu. Pomáhá pochopit šíři integračních možností s OpenAI a souvisejícími schopnostmi Microsoft Copilot.

• Představuje scénáře pro tvorbu agentů s modely OpenAI
• Uvádí použití provider-hosted tools jako code interpreter a generování obrázků
• Pokrývá UI integraci ChatKit s Agent Framework

Nová stránka popisuje, jak integrovat Ollama, open-source lokální runner modelů, s Agent Framework přes nativního klienta nebo OpenAI‑kompatibilní API. Rozšiřuje možnosti integrace Copilot pro lokální a self-hostované modely.

• Představuje Ollama jako podporovanou integraci pro Agent Framework
• Popisuje dvě metody připojení: nativní klient a OpenAI‑kompatibilní API
• Uvádí doporučení pro připojení k self-hostovaným OpenAI‑kompatibilním serverům, jako je Ollama

Nová stránka dokumentuje integraci Mistral AI s Agent Framework, konkrétně pro generování textových embeddingů používaných ve vector indexingu, sémantickém vyhledávání, clusteringu a RAG scénářích. Umožňuje využít Mistral modely pro pokročilé schopnosti v Copilot řešeních.

• Představuje integraci Mistral AI pro textové embeddingy v Agent Framework
• Podporuje scénáře jako vector indexing, sémantické vyhledávání, clustering a RAG
• Uvádí doporučení pro použití Mistral model provideru a RAG schopností

Nová stránka představuje a indexuje integrace Microsoft Foundry pro scénáře Copilot Agent Framework: centrální průvodce schopnostmi jako model inference, agent hosting, nástroje, grounding, paměť, evaluace, observability a možnosti nasazení.

• Centrální tabulka integračních scénářů a odpovídajících návodů pro Microsoft Foundry a související služby
• Pokrývá klíčové schopnosti: model provider, agent service, lokální i Azure OpenAI inference, nástroje, toolbox, Anthropic modely, context providery, evaluace, observability a hosted agenty
• Upřesňuje, kde najít dokumentaci k nastavení, SDK a ukázkám pro jednotlivé integrace

Nová stránka představuje a shrnuje integrace Microsoft Azure dostupné pro Agent Framework a zvýrazňuje dedikované návody pro jednotlivé služby. Centralizuje informace o tom, jak Copilot může využít Azure pro model inference, retrieval, paměť, zpracování obsahu, observability a hosting.

• Představuje konsolidovaný přehled integrací Azure služeb s Agent Framework.
• Uvádí konkrétní scénáře a odkazy na návody pro Azure OpenAI, AI Search, Cosmos DB, Content Understanding, Purview, Functions, Monitor a Foundry.
• Upřesňuje, které Azure služby rozšiřují schopnosti Copilot v oblastech paměti, ukládání konverzací a observability.

Nová stránka popisuje, jak integrovat Google Gemini a Anthropic Claude modely (přes Vertex AI) s Copilot a poskytuje pokyny pro použití externích AI modelů a nástrojů v ekosystému Copilot.

• Představuje podporu modelů Google Gemini přes Gemini Developer API nebo Vertex AI
• Dokumentuje integraci modelů Anthropic Claude hostovaných na Vertex AI
• Uvádí odkazy na návody pro integrační scénáře Gemini i Claude

Nová stránka dokumentuje různé způsoby, jak integrovat modely Claude od Anthropic s Copilot, včetně přímého API, SDK a cloud platforem. Přináší přehledné pokyny pro využití Claude v různých prostředích.

• Představuje podporu Anthropic pro Copilot přes více integračních scénářů
• Uvádí návody pro použití Claude přes API, SDK, Microsoft Foundry, Amazon Bedrock a Google Vertex AI
• Upřesňuje rozdíl mezi application-owned agenty a spravovanými runtime

Nová stránka dokumentuje, jak Microsoft Copilot Agent Framework integruje Amazon Web Services, zejména přes Amazon Bedrock a provider‑specifické klienty. Umožňuje využívat foundation modely, embeddingy a Anthropic Claude na infrastruktuře AWS.

• Představuje integraci Copilot Agent Framework s Amazon Bedrock
• Popisuje podporu foundation modelů a embeddingů přes Bedrock
• Uvádí doporučení pro použití Anthropic Claude přes Bedrock

Nová stránka katalogizuje integrační pokyny pro Copilot Agent Framework podle poskytovatele a shrnuje, které externí ekosystémy mají zdokumentovanou podporu a jaké integrační oblasti jsou pokryty. Umožňuje rychle najít relevantní dokumentaci podle zvoleného poskytovatele.

• Představuje provider‑centrický index integrací pro Agent Framework
• Uvádí podporované poskytovatele jako Microsoft Foundry, Azure, OpenAI, Anthropic, AWS, Google, Ollama a Mistral
• Shrnuje, které integrační oblasti (modely, agenty, nástroje, hosting atd.) jsou pro jednotlivé poskytovatele zdokumentovány

Tato nová stránka dokumentuje, jak DevUI podporuje tracing a observability založené na OpenTelemetry pro Agent Framework: zapnutí, zobrazení a export trace dat. Představuje vestavěnou vizualizaci trace v DevUI debug panelu a uvádí integraci s externími observability nástroji.

• DevUI dokáže zachytit a zobrazit OpenTelemetry traces emitované Agent Framework
• Tracing lze zapnout přes CLI parametr nebo programově
• Trace se vizualizují v DevUI debug panelu včetně hierarchie spanů a časování

Tato nová stránka dokumentuje bezpečnostní a nasazovací best practices pro DevUI, ukázkovou aplikaci pro lokální vývoj s Agent Framework. Popisuje režimy UI, možnosti autentizace, doporučené konfigurace a bezpečnostní funkce pro bezpečné použití i mimo localhost.

• Představuje režimy Developer a User UI s odlišnými úrovněmi přístupu
• Vysvětluje zapnutí a konfiguraci Bearer token autentizace
• Uvádí vestavěné bezpečnostní funkce jako bind na localhost a omezené API

Nová stránka poskytuje ucelené ukázkové agenty a workflow pro DevUI, včetně instrukcí pro spuštění ukázek, použití in-memory režimu a tvorbu vlastních agentů a workflow. Výrazně usnadňuje začátek a experimentování s integrací DevUI.

• Představuje katalog ukázkových agentů a workflow pro DevUI s popisy
• Uvádí krokové instrukce pro spuštění ukázek a použití in-memory režimu
• Popisuje, jak vytvářet vlastní agenty a workflow kompatibilní s DevUI

Tato nová stránka přináší ucelené bezpečnostní pokyny pro AG-UI: trust boundaries, threat modely, validaci vstupů a doporučené architektonické vzory pro mitigaci rizik při vystavení AI agentů přes AG-UI. Zdůrazňuje potřebu důvěryhodného frontend serveru a poskytuje praktické checklisty pro zabezpečení zpráv, stavu, nástrojů, kontextu a forwarded properties.

• Definuje trust boundaries a doporučuje důvěryhodný frontend server jako prostředníka mezi klientem a AG-UI
• Vyjmenovává konkrétní útoky, např. message list injection, tool injection a manipulaci se stavem/kontextem
• Poskytuje detailní validační checklisty pro messages, state, tools, context a forwarded properties

Tato nová stránka dokumentuje, jak lze MCP Apps integrovat s AG-UI endpointy v Python Agent Framework přes TypeScript middleware vrstvu bez změn v Python backendu. Upřesňuje architekturu a setup a umožňuje vkládat MCP‑poháněné nástroje do AG-UI aplikací s minimální námahou.

• Představuje kompatibilitu MCP Apps pro Python AG-UI endpointy přes TypeScript middleware
• Vysvětluje, že pro integraci nejsou potřeba žádné změny na Python backendu
• Popisuje architekturu a postup setup pomocí CopilotKit MCPAppsMiddleware

Nová stránka dokumentuje integrace nástrojů pro Copilot: rozšíření Copilot o provider‑spravované kolekce nástrojů a lokální prostředí pro spouštění. Upřesňuje, jak použít Microsoft Foundry Toolbox a Shell tools pro rozšíření schopností Copilot nad rámec built‑in nástrojů.

• Představuje Microsoft Foundry Toolbox pro opakované použití konfigurací hosted nástrojů
• Dokumentuje Shell tools pro spouštění lokálních nebo kontejnerizovaných shell příkazů
• Vysvětluje, že integrace nástrojů rozšiřují Copilot nad rámec základní abstrakce function tools

Tato nová dokumentace představuje podporu pro lokální běh ONNX Runtime GenAI modelů v .NET aplikacích Agent Framework, aby bylo možné offline a on-device inference scénáře. Zároveň upřesňuje omezení, například nepodporované function calling.

• Popisuje, jak nakonfigurovat a používat ONNX Runtime GenAI s .NET Agent Framework
• Uvádí instalační a setup instrukce pro potřebné balíčky
• Vysvětluje, že ONNX klient nepodporuje function calling ani provider-hosted tools

Tato nová dokumentační stránka představuje MistralEmbeddingClient pro generování textových embeddingů pomocí Mistral AI modelů v Agent Framework. Popisuje instalaci, konfiguraci, příklady použití a upřesňuje, že je podporováno pouze embedding (nikoli chat).

• Představuje MistralEmbeddingClient pro generování textových embeddingů s Mistral AI modely
• Uvádí instrukce k instalaci a konfiguraci embedding klienta
• Obsahuje ukázky kódu pro základní embedding generování a volby vlastních dimenzí

Tato nová stránka dokumentuje, jak použít building block Dapr Conversation pro routování model inference přes Dapr sidecar a integraci s Agent Framework .NET agenty. Vysvětluje předpoklady, setup, konfiguraci a podporu nástrojů a otevírá nové integrační scénáře pro agenty typu Copilot využívající Dapr.

• Představuje Dapr Conversation jako mechanismus routování model inference pro .NET agenty
• Vysvětluje konfiguraci Dapr sidecaru a Conversation komponenty
• Uvádí ukázku kódu pro vytvoření agenta nad Dapr

Tato nová stránka dokumentuje integraci Valkey jako persistentního provideru chat historie pro .NET Copilot agenty: ukládání a načítání kompletních konverzačních přepisů do Valkey nebo kompatibilních Redis OSS serverů.

• Představuje ValkeyChatHistoryProvider pro perzistenci historie konverzací .NET agentů
• Podporuje Valkey a kompatibilní Redis OSS servery bez nutnosti search modulu
• Ukládá kompletní chat přepisy, nikoli sémantické paměti nebo vektory

Tato nová stránka dokumentuje, jak použít Redis jako context provider pro Copilot agenty: vzory pro RAG, prohledávatelnou paměť a historii konverzace v .NET a Python SDK. Přináší konkrétní implementační pokyny a produkční aspekty pro integraci Redis‑backed kontextu a paměti do Copilot aplikací.

• Představuje Redis‑backed RAG přes TextSearchProvider v .NET
• Dokumentuje Python balíčky Agent Framework pro prohledávatelnou paměť a historii konverzace v Redis
• Uvádí ukázky kódu pro konfiguraci RedisContextProvider s hybridním vector search

Tato nová stránka dokumentuje integraci Mem0, externího memory provideru, s Agent Framework pro Python. Vysvětluje, jak Mem0 umožňuje extrahovat, ukládat a připomínat si dlouhodobé paměti napříč relacemi, a uvádí instalační a provozní pokyny.

• Představuje Mem0 jako memory provider pro konverzace agentů
• Vysvětluje extrakci a získávání dlouhodobé paměti napříč relacemi
• Uvádí instalační kroky a nastavení API key

Tato nová stránka dokumentuje Local (.NET) CodeAct provider, který umožňuje .NET agentům spouštět generovaný Python kód v child procesu bez požadavku na runtime Hyperlight. Popisuje instalaci, konfiguraci, bezpečnostní aspekty a kdy tento provider použít.

• Představuje Microsoft.Agents.AI.LocalCodeAct pro spouštění generovaného Pythonu v .NET agentech
• Popisuje explicitní registraci nástrojů a limity vykonávání v subprocessu
• Upozorňuje, že Local CodeAct není bezpečnostní sandbox a vyžaduje externí izolaci

Nová dokumentační stránka představuje a organizuje externí integrace context providerů pro Copilot agenty: dostupné providery, podporované vzory (RAG, paměť, ukládání konverzací, předzpracování, CodeAct) a jazykovou podporu. Pomáhá vybrat vhodnou integraci pro rozšíření kontextových schopností Copilot.

• Představuje jednotný přehled integrací context providerů pro Copilot agenty
• Vysvětluje běžné integrační vzory: ukládání konverzací, paměť, RAG, předzpracování a CodeAct
• Uvádí srovnávací tabulku providerů a jejich podpory pro C#, Python a Go

Tato nová stránka představuje a dokumentuje „Agent services“ — remote nebo spravované runtime pro agenty, které spravují definice agentů, nástroje, oprávnění a životní cyklus vykonávání — a přidává srovnávací tabulku dostupných služeb a podporovaných jazyků. Upřesňuje rozdíl mezi agent services a klienty pro model inference a uvádí související integrace.

• Definuje „Agent services“ jako spravované runtime, které vlastní životní cyklus agentů a související zdroje
• Uvádí srovnávací tabulku hlavních agent services (Microsoft Foundry, GitHub Copilot, Copilot Studio, Anthropic Claude, A2A) a jejich podporovaných jazyků
• Upřesňuje, co jednotlivé služby vlastní (např. definice agentů, nástroje, sessions, oprávnění)

Tato nová stránka představuje rozhraní IResettableExecutor, které umožňuje executorům ve workflow vyčistit interní stav mezi běhy, aby se zabránilo úniku stavu a zajistilo bezpečné opakované použití. Vysvětluje, kdy a jak rozhraní implementovat, runtime chování a poznámky specifické pro jednotlivé jazyky.

• Popisuje rozhraní IResettableExecutor pro reset stavu executorů mezi běhy workflow
• Vysvětluje problém úniku stavu u sdílených executorů a jak jej rozhraní řeší
• Uvádí implementační pokyny a kritéria rozhodování, kdy IResettableExecutor použít

Tato nová stránka představuje a vysvětluje základní koncepty workflow v Agent Framework pro Copilot: grafové i funkcionální workflow API napříč .NET, Python a Go. Popisuje modely vykonávání, paralelismus, observability, human-in-the-loop schopnosti a pokročilé možnosti běhu.

• Představuje explicitní, kontrolovatelné workflow průchody pro koordinaci kódu, agentů, stavu, událostí a lidského vstupu
• Popisuje grafové workflow API pro všechny SDK a experimentální funkcionální API pro Python
• Srovnává funkcionální a grafové workflow modely (control flow, paralelismus, observability, obalení jako agent)

Nová stránka poskytuje ucelené best practices pro zabezpečení AI agentů vytvořených pomocí Agent Framework: validaci vstupů, schvalování nástrojů, trust boundaries a ochranu dat. Dokumentace je významná pro vývojáře, kteří potřebují robustní a bezpečné Copilot agenty.

• Představuje best practices pro validaci vstupů funkcí a práci s nedůvěryhodným výstupem LLM
• Detailně popisuje trust boundaries a attack surface v agent workflow
• Vysvětluje mechanismy schvalování nástrojů pro vysoce rizikové operace

Tato nová stránka představuje a dokumentuje koncept sdíleného stavu v middleware pro Copilot agenty a uvádí příklady pro C#, Python a Go pro sdílení dat mezi middleware komponentami. Popisuje implementaci a použití sdíleného stavu pro scénáře jako počítání volání a obohacení výsledků.

• Vysvětluje koncept a přínosy sdíleného stavu v middleware pipeline pro agenty
• Uvádí C# příklad se sdílenými dictionary a AgentRunOptions
• Obsahuje Python příklad s třídou MiddlewareContainer pro sdílení stavu ve function-based middleware

Nová stránka dokumentuje, jak implementovat exception handling a graceful recovery chyb v Copilot agentech pomocí middleware, s ukázkami pro C#, Python a Go. Umožňuje centrálně zachytit a řešit chyby pro robustnější a uživatelsky přívětivější agent zkušenost.

• Představuje middleware-based vzory pro exception handling u Copilot agentů
• Uvádí C# příklad obalení běhu agenta do try-catch
• Obsahuje Python ukázku centralizovaného zpracování chyb ve function tools přes middleware

Tato nová stránka poskytuje detailní dokumentaci k rozdílu mezi agent-level a run-level middleware pro Copilot agenty: pořadí vykonávání, vzory použití a ukázky pro C#, Python a Go. Upřesňuje, jak middleware aplikovat globálně nebo jen pro konkrétní běh, a uvádí praktické scénáře pro oba přístupy.

• Vysvětluje agent-level vs run-level middleware koncepty a pořadí vykonávání
• Uvádí ukázky kódu pro C#, Python a Go pro registraci a použití middleware
• Popisuje praktické scénáře jako bezpečnost, debugging, caching a monitoring výkonu

Tato nová stránka představuje a dokumentuje základní vzory práce s konverzačním kontextem a pamětí v Copilot agentech: tvorbu session, perzistenci a obnovu napříč jazyky. Součástí je i mapa souvisejících funkcí a dokumentace.

• Představuje koncept AgentSession pro udržení konverzačního kontextu
• Vysvětluje tvorbu, opakované použití a rehydraci session v C#, Python a Go
• Popisuje perzistenci a obnovu session pomocí serializace

Tato nová stránka představuje a vysvětluje základní koncepty Agent Framework pro Copilot: typy agentů, runtime vykonávání, chat-client agenty, konverzace a paměť, middleware a bezpečnost. Poskytuje výchozí orientaci pro vývojáře integrující nebo rozšiřující Copilot agenty.

• Definuje abstrakci agentů v Agent Framework a její komponenty
• Vysvětluje runtime vykonávání, agent pipeline a run rozhraní
• Popisuje různé typy agentů včetně chat-client agentů a jejich schopností

This new page documents how to use the Dapr Conversation building block to route model inference through a Dapr sidecar and integrate with Agent Framework .NET agents. It explains prerequisites, setup, configuration, and tool support, enabling new integration scenarios for Copilot-like agents using Dapr.

• Introduces Dapr Conversation as a model inference routing mechanism for .NET agents
• Explains configuration of Dapr sidecar and Conversation component
• Provides code sample for creating a Dapr-backed agent

This new page documents the integration of Valkey as a persistent chat history provider for .NET-based Microsoft Copilot agents, enabling storage and retrieval of full conversation transcripts in Valkey or compatible Redis OSS servers.

• Introduces ValkeyChatHistoryProvider for .NET agent conversation history persistence
• Supports Valkey and compatible Redis OSS servers without requiring a search module
• Stores full chat transcripts, not semantic memories or vectors

This new page documents how to use Redis as a context provider for Microsoft Copilot agents, including patterns for RAG, searchable memory, and conversation history in .NET and Python SDKs. It provides concrete implementation guidance and production considerations, enabling developers to integrate Redis-backed context and memory into Copilot-powered applications.

• Introduces Redis-backed RAG via TextSearchProvider in .NET
• Documents Python Agent Framework packages for searchable memory and conversation history using Redis
• Provides code samples for configuring RedisContextProvider with hybrid vector search

This new page documents the integration of Mem0, a third-party memory provider, with the Agent Framework for Python. It explains how Mem0 enables agents to extract, store, and recall durable memories across sessions, and provides installation and usage instructions.

• Introduces Mem0 as a memory provider for agent conversations
• Explains durable memory extraction and retrieval across sessions
• Provides installation and API key setup instructions

This new page documents the Local (.NET) CodeAct provider, which allows .NET agents to execute generated Python code in a child process without requiring the Hyperlight runtime. It details installation, configuration, security considerations, and when to use this provider.

• Introduces Microsoft.Agents.AI.LocalCodeAct for running generated Python in .NET agents
• Describes explicit tool registration and execution limits for subprocesses
• Warns that Local CodeAct is not a security sandbox and requires external isolation

A new documentation page introduces and organizes external context provider integrations for Copilot agents, detailing available providers, their supported patterns (such as RAG, memory, conversation storage, pre-processing, and CodeAct), and language support. This helps users understand and select appropriate integrations for extending Copilot's context capabilities.

• Introduces a unified listing of context provider integrations for Copilot agents
• Explains common integration patterns: conversation storage, memory, RAG, pre-processing, and CodeAct
• Provides a comparison table of available providers and their language support (C#, Python, Go)

This new page introduces and documents 'Agent services'—remote or managed agent runtimes that handle agent definitions, tools, permissions, and execution lifecycle, with a comparison table of available services and their supported languages. It clarifies the distinction between agent services and model inference clients, and lists related integrations.

• Defines 'Agent services' as managed runtimes with ownership of agent lifecycle and resources
• Provides a comparison table of major agent services (Microsoft Foundry, GitHub Copilot, Copilot Studio, Anthropic Claude, A2A) and their supported languages
• Clarifies what each service owns (e.g., agent definitions, tools, sessions, permissions)

This new page introduces the IResettableExecutor interface, which enables executors in workflows to clear their internal state between runs, preventing state leakage and ensuring safe reuse. It explains when and how to implement the interface, runtime behavior, and language-specific considerations.

• Describes the IResettableExecutor interface for resetting executor state between workflow runs
• Explains the problem of state leakage in shared executors and how the interface solves it
• Provides implementation guidance and decision criteria for when to use IResettableExecutor

This new page introduces and explains the core concepts of Agent Framework workflows in Copilot, detailing both graph-based and functional workflow APIs across .NET, Python, and Go SDKs. It outlines execution models, parallelism, observability, human-in-the-loop features, and advanced execution options, providing foundational knowledge for building and managing workflows.

• Introduces explicit, inspectable workflow execution paths for coordinating code, agents, state, events, and human input
• Describes graph-based workflow APIs for all SDKs and an experimental functional API for Python
• Compares functional and graph-based workflow models, including control flow, parallelism, observability, and agent wrapping

A new page provides comprehensive best practices and guidance for securing AI agents built with Agent Framework, including input validation, tool approval, trust boundaries, and data protection. This documentation is significant for developers aiming to build safe and robust Copilot agents.

• Introduces best practices for validating function inputs and handling untrusted LLM output
• Details trust boundaries and attack surfaces in agent workflows
• Explains tool approval mechanisms for high-risk operations

This new page introduces and documents the concept of shared state in Copilot agent middleware, providing detailed C#, Python, and Go examples for sharing data between middleware components. It explains how to implement and use shared state for tasks like call counting and result enrichment, which enables more advanced and coordinated middleware behaviors.

• Explains the concept and benefits of shared state in agent middleware pipelines
• Provides C# example using shared dictionaries and AgentRunOptions
• Includes a Python example with a MiddlewareContainer class for function-based middleware sharing state

A new page documents how to implement exception handling and graceful error recovery in Copilot agents using middleware, with concrete examples in C#, Python, and Go. This enables developers to build more robust and user-friendly agent experiences by catching and handling errors centrally.

• Introduces middleware-based exception handling patterns for Copilot agents
• Provides C# example for wrapping agent execution in try-catch blocks
• Includes Python sample for centralized error handling in function tools using middleware

This new page provides detailed documentation on the difference between agent-level and run-level middleware for Copilot agents, including execution order, usage patterns, and code examples in C#, Python, and Go. It clarifies how middleware can be applied globally or per-run, and demonstrates practical scenarios for each approach.

• Explains agent-level vs run-level middleware concepts and execution order
• Provides C#, Python, and Go code samples for registering and using middleware
• Describes practical use cases such as security, debugging, caching, and performance monitoring

This new page introduces and documents the core usage patterns for managing conversation context and memory in Copilot agents, including session creation, persistence, and restoration across multiple languages. It also provides a guide map to related features and documentation.

• Introduces the concept of AgentSession for maintaining conversation context
• Explains session creation, reuse, and rehydration in C#, Python, and Go
• Describes how to persist and restore sessions using serialization

This new page introduces and explains core concepts of the Agent Framework for Copilot, detailing agent types, runtime execution, chat-client agents, conversations and memory, middleware, and safety. It provides foundational knowledge for developers integrating or extending Copilot agents.

• Defines the Agent Framework agent abstraction and its components
• Explains runtime execution, agent pipeline, and run interface
• Describes different agent types including chat-client agents and their capabilities

The documentation has been significantly restructured and expanded to clarify how AG-UI state management works, especially in .NET. It now provides explicit guidance on mapping tool results and calls to state events, handling client state, emitting state snapshots and deltas, and consuming state in .NET clients. Some detailed C# examples and conceptual explanations were removed, replaced by more modular, focused sections.

• Clarifies that AG-UI state patterns and support vary by MAF SDK
• Adds explicit sections on reading client state, emitting state snapshots and deltas, and mapping tool calls to state
• Provides .NET-specific code samples for handling state events and client state

The documentation has been significantly restructured to clarify AG-UI integration scenarios, add detailed .NET and Go integration guidance, and provide a more granular mapping between Agent Framework and AG-UI concepts. The architecture section now distinguishes between .NET and Python/other implementations, and new sections explicitly describe supported AG-UI scenarios and workflows.

• Added explicit section listing and describing the seven AG-UI showcase scenarios
• Introduced detailed .NET integration guidance, including session management and workflow exposure
• Added Go integration example and reference

The documentation now provides detailed guidance for self-hosting Agent Framework applications in .NET, including new sections on session persistence, ASP.NET Core integration, and claims-based session isolation. The focus has shifted from Python to .NET, with concrete instructions and package references for .NET developers.

• Introduced .NET-specific hosting instructions and package references
• Added guidance for persisting hosted sessions with AgentSessionStore
• Detailed integration steps for ASP.NET Core applications

A new section was added explaining how to declare protocol types for executors, including the use of attributes to specify message and output types. This clarifies and enforces type safety in executor communication and output.

• Introduces use of [SendsMessage] and [YieldsOutput] attributes to declare protocol types.
• Explains validation of message and output types at runtime, with exceptions for undeclared types.
• Provides code examples for both single-handler and source-generated executors.

The documentation now describes new checkpointing behavior in Python version 1.13.0, including entry checkpoints for workflow input and request event responses, and clarifies requirements for workflow rehydration and checkpoint deserialization security. These changes impact how workflows are resumed and how checkpoint data is handled securely.

• Python 1.13.0 introduces entry checkpoints before the first superstep and on request event responses, improving replayability.
• Minor breaking changes in checkpoint iteration, message source IDs, and ordering for Python 1.13.0 are noted, with migration guidance provided.
• Rehydration now requires workflows to preserve topology and executor identities, with explicit instructions for agent-based workflows.

The documentation has been significantly restructured to introduce new sections for browsing integrations by provider and component, and to add placeholders for middleware and evaluation integrations. Several detailed provider lists for chat history, memory, and RAG context have been removed, potentially consolidating or relocating this information.

• Added 'Browse by provider' and 'Browse by component' sections for easier navigation of integration options.
• Introduced new sections for Middleware and Evaluation integrations (currently without details).
• Removed detailed tables listing specific Chat History, Memory, and RAG AI Context Providers.

The documentation now describes how to use web search with Harness Agent, including default tool registration behavior and configuration options. The .NET example for agent creation was updated to use new environment variables, a new model name, and a new tool class, reflecting changes in the API and deployment model.

• Added section detailing web search integration with Harness Agent, including default tool registration and configuration options.
• Updated .NET example to use 'FOUNDRY_PROJECT_ENDPOINT', 'FOUNDRY_MODEL', and 'HostedWebSearchTool' instead of previous environment variables and tool class.
• Clarified that web search is hosted by the model provider and outlined implications for security, availability, and billing.

A new section was added describing how to use tool approval with Harness Agent, including middleware for auto-approval and configuration options. This expands the documented ways to implement human-in-the-loop approvals for Copilot agents.

• Added instructions for using approval-required tools with Harness Agent.
• Described middleware for queued requests, standing rules, and heuristic auto-approval.
• Explained configuration options such as DisableToolAutoApproval and AutoApprovalRules.

A new section was added explaining how to use function tools with the Harness Agent, including configuration options, code examples, and default behaviors. This addition clarifies how Harness Agent differs from a plain agent and introduces new capabilities such as automatic function invocation, history persistence, and tool approval support.

• Introduces Harness Agent's preconfigured function-invocation pipeline and history persistence
• Explains how to pass function tools via HarnessAgentOptions.ChatOptions.Tools
• Describes default behaviors like web search tool inclusion and tool approval modes

A new section explains how to use Agent Skills with Harness Agent, including default behaviors, configuration options, and security considerations. This addition provides practical guidance for integrating and customizing Agent Skills in Harness Agent scenarios.

• Describes default inclusion of AgentSkillsProvider in HarnessAgent and file-based skill discovery.
• Explains how to override the default skills source and configure tool approval rules.
• Details disabling the built-in provider and adding custom providers with options.

A new section was added describing how to use observability with the Harness Agent in both .NET and Python. This provides explicit guidance and code samples for integrating OpenTelemetry with HarnessAgent, including configuration options and best practices.

• Added instructions for integrating OpenTelemetry with HarnessAgent in .NET and Python
• Explained default behaviors, configuration options, and how to avoid duplicate spans
• Described metadata and content capture settings for telemetry

The page was restructured to focus on a categorized overview of agent capabilities, removing detailed implementation and SDK guidance. New sections summarize capabilities by function, while previous in-depth instructions and provider-specific details were removed or relocated.

• Added concise tables summarizing agent capabilities in input/output, context/knowledge, execution/autonomy, and operations/trust
• Removed detailed sections on agent types, SDK options, and implementation examples for simple, custom, and remote agents
• Added references to where agent-type and SDK-selection guidance can now be found

Page removed or relocated. The documentation page detailing state management, sharing, and isolation in Microsoft Agent Framework Workflows has been removed. This eliminates official guidance on how executors and agents share, access, and isolate state, which is critical for building robust Copilot and agent-based workflows.

• Loss of documentation on state sharing and visibility between workflow executors
• Removal of examples for writing and accessing shared state in C#, Python, and Go
• No longer provides best practices for state isolation and thread safety in workflows

Page removed or relocated. The documentation page explaining Executors—the core processing units in Copilot workflows—has been removed. This eliminates detailed guidance on implementing, configuring, and using Executors in C#, Python, and Go, including message handling, state management, and workflow integration. It is unclear if this reflects a feature deprecation or a documentation restructure.

• Loss of detailed examples for creating and using Executors in multiple languages
• Missing guidance on message handling, stateful executors, and workflow context APIs
• No longer documents executor lifecycle hooks and agent integration

Page removed or relocated. The documentation page explaining 'Edges' in Copilot workflows has been removed. This page detailed how to define and use different edge types (Direct, Conditional, Switch-Case, Fan-out, Fan-in, Multi-Selection) to control message routing and branching logic in workflow graphs, including code samples and advanced routing scenarios.

• Loss of documentation on how to connect executors and control data flow in Copilot workflows
• Removal of detailed examples for conditional, switch-case, and multi-selection edge patterns
• Missing code samples for .NET, Python, and Go demonstrating edge configuration

Page removed or relocated. The documentation page explaining the IResettableExecutor interface and its role in managing stateful executors in Copilot workflows has been removed. This leaves a gap in guidance for developers on how to safely reuse workflow executors without state leakage.

• Loss of explanation about the IResettableExecutor interface and its ResetAsync method
• No longer documents best practices for state management in workflow executors
• Missing guidance on when and how to implement IResettableExecutor

Page removed or relocated. The documentation page explaining workflow execution modes for .NET and Go, including OffThread, Lockstep, and Concurrent modes, has been removed. This eliminates detailed guidance on how to select and implement execution modes for workflow event processing and concurrency, which is important for developers optimizing workflow performance and determinism.

• Loss of detailed comparison between OffThread, Lockstep, and Concurrent execution modes for .NET and Go
• No longer documents how event delivery, concurrency, and threading differ between execution modes
• Guidance for choosing execution modes for production, testing, and debugging scenarios is missing

Page removed or relocated. The documentation page for the Agent Executor, which explained how to integrate AI agents into workflows using executors, has been removed. This eliminates detailed guidance on configuring, chaining, and managing agent executors in both C# and Go environments, including streaming, checkpointing, and session management.

• Loss of documentation on how to wrap AI agents in executors for workflow integration
• Missing configuration options and code samples for both C# and Go agent executors
• No longer available: guidance on streaming, checkpointing, and session sharing for agent workflows

Page removed or relocated. The documentation page detailing how to integrate Microsoft Purview with the Agent Framework SDK has been removed. This eliminates official guidance for developers seeking to add enterprise-grade data security and compliance to Copilot agents using Purview APIs.

• Loss of step-by-step instructions for integrating Purview policy middleware into agent workflows
• Removal of code samples for both .NET and Python implementations
• Missing prerequisites and setup guidance for Purview and Agent Framework integration

Page removed or relocated. The documentation page for the Neo4j Memory Provider, which detailed how to use Neo4j as a persistent memory backend for Agent Framework agents, has been removed. This page covered setup, usage, and key features for .NET and Python, and its removal leaves a gap in guidance for implementing knowledge graph-backed agent memory.

• Loss of documentation on configuring and using Neo4j as a persistent memory provider for Agent Framework agents
• Missing setup instructions and code samples for both .NET and Python integrations
• No longer available: explanation of key features like automatic entity extraction, preference learning, and bidirectional memory recall

Page removed or relocated. The documentation page for the Neo4j GraphRAG Context Provider has been removed. This page described how to use Neo4j as a Retrieval Augmented Generation (RAG) context provider for Copilot/Agent Framework, including setup, usage, and key features for both .NET and Python. The removal means users no longer have official guidance on integrating Neo4j-based knowledge graphs for enhanced retrieval in Copilot scenarios.

• Loss of documentation for configuring and using Neo4j GraphRAG Context Provider with Agent Framework
• Missing setup instructions and code samples for both .NET and Python integrations
• No longer describes key features like hybrid search modes and graph traversal for richer context

Page removed or relocated. The documentation page detailing how to use the AG-UI Dojo application to test Microsoft Agent Framework agents has been removed. This eliminates official guidance on setting up, running, and troubleshooting the Dojo tool for Copilot-related agent development and testing.

• Loss of step-by-step instructions for installing and configuring AG-UI Dojo
• No longer documents how to test all 7 AG-UI protocol features with Microsoft Agent Framework agents
• Removes troubleshooting guidance for common Dojo and agent integration issues

Page removed or relocated. The page detailing security considerations for AG-UI, including threat models, input validation, and recommended architectures, has been removed. This leaves a gap in official guidance for securing AG-UI integrations, which is critical for developers and security teams.

• Loss of documentation on AG-UI's trust boundaries and recommended frontend server pattern
• No longer provides detailed threat models (e.g., prompt injection, tool injection)
• Missing validation checklists for messages, state, tools, and context

Page removed or relocated. The documentation page explaining how MCP Apps integrate with AG-UI endpoints in Python (via TypeScript middleware) has been removed. This leaves a gap in official guidance for developers seeking to enable MCP Apps with Python-based AG-UI agents.

• Removed explanation of MCP Apps architecture with AG-UI and Agent Framework Python endpoints
• No longer documents that no Python-side changes are needed for MCP Apps compatibility
• Loss of setup instructions for the required TypeScript middleware layer

Page removed or relocated. The documentation page detailing how to implement human-in-the-loop approval workflows with AG-UI in .NET has been removed. This page provided step-by-step guidance, code samples, and best practices for integrating approval-required tools and middleware in Copilot scenarios.

• Loss of detailed tutorial for implementing approval workflows with AG-UI in .NET
• Removal of code samples for server, middleware, and client integration
• Missing best practices and examples for granular approval, custom messages, and timeout handling

Page removed or relocated. The documentation page detailing AG-UI integration with Agent Framework has been removed. This page provided comprehensive guidance on connecting web-based AI agent applications to Copilot and Agent Framework using the AG-UI protocol, including architecture, supported features, installation, and cross-platform examples. Its absence leaves a significant gap for developers seeking to implement or understand AG-UI-based integrations.

• Loss of documentation on AG-UI protocol features and integration with Agent Framework
• Missing architecture diagrams and explanations for ASP.NET Core, FastAPI, and Go implementations
• No longer available: step-by-step installation and setup instructions for AG-UI integration packages

Page removed or relocated. The documentation page detailing how to self-host A2A agents using Agent Framework in .NET, Go, and Python has been removed. This eliminates official guidance for developers on integrating and deploying custom A2A agent endpoints, which may hinder advanced or custom Copilot extension scenarios.

• Removed step-by-step instructions for self-hosting A2A agents in .NET, Go, and Python
• Loss of detailed examples for using Agent Framework hosting packages and adapters
• No longer provides guidance on session management, task state, and security for A2A agent hosting

Page removed or relocated. The documentation page detailing how to enable, view, and export OpenTelemetry-based tracing and observability in DevUI for the Agent Framework has been removed. This makes it harder for users to find official guidance on debugging, performance monitoring, and integrating with external observability tools.

• Loss of instructions for enabling and viewing traces in DevUI
• Missing guidance on exporting traces to tools like Jaeger, Zipkin, Azure Monitor, and Datadog
• No longer documents trace structure or programmatic tracing setup

Page removed or relocated. The documentation page detailing security and deployment best practices for DevUI has been removed. This leaves a gap in official guidance on how to securely configure, authenticate, and deploy DevUI, especially for scenarios beyond local development.

• Loss of documentation on DevUI's security modes (Developer/User)
• Missing instructions for enabling authentication and recommended deployment flags
• No longer provides best practices for credentials, network, and entity security

Page removed or relocated. The entire documentation page providing sample agents and workflows for DevUI has been removed. This eliminates official guidance and examples for users seeking to get started or understand DevUI sample usage.

• Loss of links and descriptions for sample agents and workflows
• Removal of instructions for running samples with DevUI
• No longer provides minimal agent and workflow templates

Page removed or relocated. The documentation page explaining how DevUI automatically discovers agents and workflows from a directory structure has been removed. This means guidance on organizing entities, environment variable handling, and troubleshooting for directory discovery is no longer available at this URL, which could hinder users setting up Copilot-related agent workflows.

• Loss of instructions for directory structure required for agent and workflow discovery
• Removal of examples for agent and workflow setup in Python
• No longer documents how DevUI loads environment variables from .env files

Page removed or relocated. The documentation page for DevUI, a sample app for running agents and workflows in the Microsoft Agent Framework, has been removed. This eliminates official guidance on installing, configuring, and using DevUI for interactive agent and workflow testing, though it is unclear if the feature itself is deprecated or if the documentation has been relocated.

• Loss of installation and quick start instructions for DevUI
• No longer provides details on DevUI's features, input types, and OpenAI-compatible API usage
• CLI options and usage examples for DevUI are no longer documented

Page removed or relocated. The 'Agent Safety' documentation page for Microsoft Copilot's Agent Framework has been removed. This page provided essential best practices and security guidance for building safe AI agents, including input validation, trust boundaries, tool approval, and data protection strategies. Its absence leaves a gap in official documentation on securing agent-based Copilot solutions.

• Loss of best practices for validating function inputs and handling untrusted data
• Missing guidance on trust boundaries and securing external service communications
• No longer documents tool approval mechanisms for high-risk operations

Page removed or relocated. The documentation page for integrating Ollama with Agent Framework has been removed. This eliminates official guidance on running open-source models locally with Ollama, including setup, usage, and tool support details.

• Loss of instructions for creating agents using Ollama in .NET and Python
• No longer documents prerequisites, installation, and configuration for Ollama integration
• Removes details on supported tools and function calling with Ollama models

Page removed or relocated. The documentation page for GitHub Copilot Agents has been removed. This page provided detailed guidance on creating, configuring, and using Copilot-powered agents with the Microsoft Agent Framework, including code samples, feature explanations, and security considerations. It is unclear if this removal indicates deprecation or a relocation of the documentation.

• Loss of step-by-step instructions for integrating GitHub Copilot as an agent backend in .NET and Go
• Missing documentation on agent features such as streaming responses, session management, permissions, and MCP server integration
• Removal of security guidance for running agents with elevated permissions

Page removed or relocated. The documentation for Foundry Local, which enabled running Microsoft Foundry models locally with the Agent Framework, has been removed. This leaves a gap in guidance for users wanting to run or configure local models, including installation, configuration, and tool compatibility details.

• Loss of installation and configuration instructions for Foundry Local
• Missing guidance on pairing FoundryLocalClient with Agent Framework
• No longer documents which tools and model capabilities are supported locally

Page removed or relocated. The documentation page detailing how to integrate Copilot Studio agents with the Agent Framework has been removed. This leaves a gap in official guidance for developers seeking to use Copilot Studio agents programmatically via .NET or Python, and information about upcoming Go support is also no longer available.

• Loss of .NET and Python code examples for integrating Copilot Studio agents
• Missing installation and configuration instructions for Copilot Studio agent packages
• No longer documents limitations and extension points for Copilot Studio agents in Agent Framework

Page removed or relocated. The documentation page for Azure OpenAI Agents has been removed. This page provided essential guidance on using Microsoft Agent Framework with Azure OpenAI, including client types, tool support, migration from deprecated APIs, and code samples for .NET, Python, and Go. The removal leaves a gap in official documentation for developers integrating Copilot-like agent capabilities with Azure OpenAI.

• Loss of guidance on using Responses and Chat Completion clients with Azure OpenAI
• No longer documents tool support matrix for agent capabilities (code interpreter, file search, web search, etc.)
• Migration and deprecation notes for Assistants API are now missing

Page removed or relocated. The Providers Overview page for Microsoft Agent Framework has been removed, resulting in the loss of a comprehensive comparison and feature matrix for supported agent providers, including Copilot and Copilot Studio. This makes it harder for users to understand which capabilities are available across different providers and how to integrate them.

• Loss of provider feature comparison table (including Copilot and Copilot Studio)
• Missing documentation on supported agent providers and their capabilities
• No longer available: integration details for Copilot, Copilot Studio, and other providers in .NET, Python, and Go

Page removed or relocated. The documentation page explaining how to implement termination and guardrails in Copilot agents using middleware in C#, Python, and Go has been removed. This leaves a gap for developers seeking official guidance on enforcing content policies, blocking disallowed input, or limiting agent execution.

• Removed C# example for guardrail middleware to block sensitive input and truncate output
• Removed Python examples for pre- and post-termination middleware, including code for blocking words and limiting responses
• Removed Go example for terminating agent runs before provider invocation

Page removed or relocated. The documentation page explaining how to implement and use shared state in Copilot agent middleware has been removed. This removes concrete guidance and code samples for sharing data between middleware components in C#, Python, and Go.

• Loss of explanation on shared state patterns for agent middleware
• Removal of C#, Python, and Go code samples demonstrating shared state usage
• No longer documents best practices for passing data (e.g., call counts, metrics) between middleware components

Page removed or relocated. The documentation page explaining how to use runtime context in Copilot agent middleware and tools has been removed. This leaves a gap in guidance for developers on how to pass and access per-run and per-session data in C#, Python, and Go agent implementations.

• Loss of detailed explanations and code samples for using runtime context in agent middleware and tools
• Missing guidance on choosing between AgentRunOptions, FunctionInvocationContext, and AgentSession.StateBag
• No longer documents how to inject or access runtime data in C#, Python, and Go agent frameworks

Page removed or relocated. The documentation page explaining how to use result override middleware in Copilot agents has been removed. This page provided detailed guidance and code samples for intercepting and modifying agent outputs in C#, Python, and Go, including both streaming and non-streaming scenarios.

• Loss of C# example for modifying AgentResponse after agent execution
• Removal of Python middleware samples for result transformation and validation in both streaming and non-streaming agent responses
• Omission of Go middleware example for replacing or augmenting agent response updates

Page removed or relocated. The documentation page explaining how to implement exception handling and error management in Copilot agent middleware has been removed. This leaves a gap for developers seeking guidance and code samples for robust error handling in C#, Python, and Go agent integrations.

• Loss of C# example for wrapping agent execution with try-catch in middleware
• Removal of Python sample for centralized exception handling using middleware and tools
• Omission of Go middleware pattern for handling errors in response streams

Page removed or relocated. The documentation page explaining how to add middleware to agents has been removed. This page provided step-by-step guidance and code samples for implementing middleware in Copilot agents across multiple languages, including C#, Python, and Go.

• Loss of detailed instructions for adding middleware to agents for logging, security, and function/tool invocation.
• Removal of code samples for middleware implementation in C#, Python, and Go.
• Missing guidance on chaining middleware and using builder patterns for agent customization.

Page removed or relocated. The documentation page explaining how to implement chat-level middleware for Copilot/AI agents has been removed. This page provided essential guidance and code samples for intercepting, modifying, and securing chat interactions at the middleware layer.

• Loss of C# and Python code samples for implementing chat middleware
• Removal of explanations for logging, prompt modification, and response transformation at the chat client level
• Missing guidance on class-based and function-based middleware patterns

Page removed or relocated. The page explaining the difference between agent-level and run-level middleware for Copilot agents has been removed. This documentation provided detailed guidance and code samples for implementing middleware at different scopes in C#, Python, and Go, which is important for developers customizing agent behavior.

• Loss of explanation on agent-level vs run-level middleware concepts
• Removal of C#, Python, and Go code samples for middleware registration and usage
• Missing guidance on middleware execution order and best practices for Copilot agents

Page removed or relocated. The documentation page detailing how to use and implement middleware in the Agent Framework for Copilot has been removed. This eliminates official guidance on customizing agent behavior via middleware for logging, security, error handling, and function call interception.

• Loss of documentation on Agent Run, Function Calling, and IChatClient middleware types
• No longer provides code samples for implementing middleware in C#, Python, and Go
• Removes best practices and warnings for middleware registration and credential use

Page removed or relocated. The documentation page explaining the AgentSession concept, its fields, usage patterns, and security considerations has been removed. This leaves a gap in guidance for developers on how to manage conversation state and session IDs in Copilot agent integrations.

• Loss of documentation on AgentSession structure and fields
• Missing examples for session creation, serialization, and restoration
• No longer available: security best practices for handling service session IDs

Page removed or relocated. The documentation page detailing how to use, configure, and implement context providers for Copilot agents has been removed. This page included essential guidance for extending agent context, memory, and history, as well as code samples for custom providers in multiple languages. The removal creates a significant gap for developers seeking to customize or understand agent context enrichment.

• Loss of documentation on configuring built-in and custom context providers for Copilot agents
• Removal of code samples for implementing context and history providers in C#, Python, and Go
• Missing guidance on session state management and dynamic tool selection via context providers

Page removed or relocated. The documentation page detailing compaction strategies for managing conversation history in Copilot agents has been removed. This eliminates guidance on how to reduce token usage and manage context windows for long-running agent interactions, which is important for developers building custom agents.

• Loss of explanation about why compaction is needed for in-memory agent histories
• Removal of detailed descriptions of compaction triggers, strategies, and implementation patterns in both .NET and Python
• No longer provides guidance on choosing and configuring compaction strategies to control token usage and context size

Page removed or relocated. The documentation page explaining how to manage conversation context and memory in Copilot agents, including session creation, persistence, and rehydration, has been removed. This leaves a gap in guidance for developers implementing multi-turn conversations and session management.

• Removed overview of session and memory management patterns for Copilot agents
• Loss of code examples for session creation, persistence, and restoration in multiple languages
• Missing guide map to related topics like context providers and storage strategies

Page removed or relocated. The detailed documentation explaining the layered pipeline architecture for agents in the Microsoft Agent Framework, including middleware, context providers, and execution flow for various agent types (such as ChatClientAgent and GitHubCopilotAgent), has been removed. This leaves a significant gap in understanding how to customize and extend agent behavior, especially for developers implementing advanced scenarios.

• Loss of detailed explanation of agent pipeline layers (middleware, context, chat client)
• Removal of code samples for adding middleware and context providers in multiple languages
• Missing documentation on execution flow and lifecycle for agent requests

A new page was added that organizes Copilot integrations by the component or Agent Framework surface they extend, helping users identify integration options based on required capabilities rather than specific providers.

• Introduces a table categorizing integrations by component type (e.g., model providers, agent services, tools, context providers, middleware, evaluation, UI).
• Clarifies the purpose of each integration component category.
• Directs users to the Hosting section for hosting-related integrations.

Introduces a new overview page explaining foundational concepts of the Agent Framework, including Agents, Workflows, and Agent Harness. This helps users understand the architecture and mental model behind Copilot's agent capabilities.

• Defines core concepts: Agents, Workflows, and Agent Harness
• Explains what each concept area covers (e.g., agent types, workflow APIs, harness assembly)
• Provides orientation for further exploration of Agent and Workflow Capabilities

The introduction now clarifies that MAF .NET exposes workflows in AG-UI by wrapping them as AIAgents, but explicitly states that workflow-specific lifecycle events (such as step events, activity snapshots, interrupts, and resume operations) are not currently mapped to AG-UI in .NET, unlike the Python integration.

• Clarifies that .NET AG-UI integration does not support workflow lifecycle events or advanced workflow operations
• Provides a simplified code example focused on workflow agent mapping
• References GitHub issue for tracking .NET workflow support status

The section clarifies authentication and authorization responsibilities for AG-UI, emphasizing that thread IDs are not authorization credentials and providing guidance on proper session and thread ID management. It also references relevant ASP.NET Core documentation for implementing authentication and authorization.

• Explicitly states AG-UI lacks built-in authorization and requires external authentication/authorization
• Clarifies that thread IDs are not proof of identity and must be scoped and validated
• Adds references to ASP.NET Core authentication and authorization documentation

The documentation was restructured for clarity, splitting the previous overview and implementation details into more focused sections and emphasizing the separation of approval policy logic (MAF) from AG-UI's transport role. Some implementation details were streamlined, and explicit references to related approval policy documentation were added.

• Clarifies that MAF tool approval logic is separate from AG-UI's transport mechanism
• Adds explicit references to related approval policy and safety guidance documentation
• Splits and streamlines implementation steps for requiring and resolving approvals

The documentation was reorganized and clarified to better explain how frontend tools are registered and executed in AG-UI clients. The new structure provides a more explicit .NET example, clearer warnings about client trust, and improved protocol flow details, but does not introduce new Copilot capabilities.

• Added a detailed .NET code example for registering frontend tools
• Clarified that frontend tool implementations are not sent to the server
• Added security warning about trusting client-supplied tool results

The documentation now clarifies the distinction between using an AgentSessionStore in self-hosted applications and manual session persistence, emphasizing that AgentSessionStore is a separate mechanism for loading and saving sessions by continuation ID.

• Added explanation of AgentSessionStore for self-hosted applications
• Clarified difference between AgentSessionStore, manual session persistence, and history providers

A new explanation was added describing the Agent Hooks capability, which allows installation of a middleware bundle across agent, chat, and function layers, and clarifies how streaming and persistence gates control output release and storage.

• Describes Agent Hooks as an optional capability for unified middleware installation
• Explains that streaming and persistence gates prevent output release or storage before approval

A new 'Agent Hooks' capability has been added, enabling fail-closed governance controls via a shared interception contract. This expands the operational and trust features available for agents.

• Added 'Agent Hooks' as a listed capability
• Describes ability to apply fail-closed governance controls

The section on managing Hosted Agent service sessions has been updated to clarify and expand on the two approaches: service-managed and user-managed sessions, with improved code examples and clearer separation of responsibilities.

• Introduces clearer distinction between service-managed and user-managed session flows
• Provides updated and more structured code samples for both session management approaches
• Clarifies session lifecycle handling, including session creation and deletion

The section now uses a more explicit and structured method for creating specialized agents, and adds important guidance about using stable agent IDs and names for workflow checkpointing and handoff compatibility.

• Agent creation now uses AsAIAgent with ChatClientAgentOptions for clearer configuration.
• Added a note emphasizing the need to reuse unique agent IDs and names for checkpointing and handoff workflows.

A new clarification explains that when resuming a serialized workflow agent session, all inner agents must be recreated with the same IDs and (if set) names to ensure correct restoration. This is important for developers implementing session persistence and resumption.

• Added warning about reconstructing inner agents with same IDs and names when resuming sessions
• Clarified that the outer agent's ID does not stabilize inner agent identities
• Provided reference to configuration guidance for rehydrating from checkpoints

The page was restructured to focus on a concise, tabular summary of workflow capabilities, removing detailed conceptual explanations and API guidance. This makes the documentation more succinct but omits in-depth descriptions of features, architecture, and usage patterns.

• Added tables summarizing workflow composition, interaction, operations, and orchestration capabilities
• Removed detailed explanations of agents vs. workflows, key features, core concepts, and API usage
• Lost guidance on choosing between functional and graph-based workflow APIs

A new upgrade guide for 'Python workflow checkpoint replayability in 1.13.0' has been added to the list, indicating new documentation for a specific breaking change or migration step.

• Added guide for 'Python workflow checkpoint replayability in 1.13.0'

The documentation clarifies how to use the header_provider for authentication with MCP servers, especially regarding when and how credentials are supplied for HTTP endpoints. The example for API key authentication was updated to show a simpler, connection-wide approach rather than passing credentials per tool call.

• Clarified that header_provider should be used for authenticated HTTP endpoints, with details on its invocation context.
• Updated the API key authentication example to use a static header_provider instead of passing credentials via function_invocation_kwargs.
• Added explanation that the header_provider now authenticates both connection-time and tool-call requests.

The documentation clarifies and updates the list of available tool types, renaming some tools and providing more precise descriptions, especially for shell execution and Foundry toolboxes. The provider support matrix is updated to reflect these naming changes, but no new capabilities or removals are introduced.

• Renamed 'Foundry Toolboxes' to 'Microsoft Foundry Toolbox' and updated description
• Added 'Shell tools' with clarified description of local and containerized shell execution
• Clarified distinction between 'Shell tools' and 'Shell' (hosted shell execution)

A new section clarifies how to use background responses specifically with Harness Agent, including required options and distinctions from background agents. This helps developers correctly implement background response handling in this context.

• Explains that Harness Agent requires explicit enabling of provider background responses
• Details necessary options for .NET and Python
• Clarifies the difference between background responses and background agents

Page removed or relocated. The documentation page describing Microsoft 365 integration for Agent Framework agents has been removed. It previously indicated upcoming expanded content, so its removal may be temporary or due to restructuring.

• Documentation for how Agent Framework agents interact with M365 services (Teams, Outlook, SharePoint, etc.) is now missing
• Page previously signaled that expanded content was forthcoming

Tato nová stránka přináší ucelenou dokumentaci k tomu, jak se spotřeba Copilot Credits a účtování dle využití promítají jak v Microsoft 365 admin center, tak v nástrojích pro fakturaci Azure. Popisuje nákup, alokaci a spotřebu kreditů napříč různými prostředími Copilot a vysvětluje rozdíly mezi provozním a fakturačním pohledem.

• Vysvětluje Copilot Credits jako jednotnou „měnu“ pro více Microsoft AI prostředí, včetně Copilot Cowork, Copilot Studio, Power Platform a Work IQ APIs.
• Popisuje, jak zobrazit a interpretovat spotřebu Copilot Credits a účtování v Microsoft 365 admin center i v Azure Cost Management.
• Upřesňuje rozdíly mezi capacity packs, přednákupními plány (P3) a pay-as-you-go účtováním pro Copilot Credits.

Tato nová stránka popisuje, jak přidat vlastní evaluátory — jak LLM-judge, tak čistě kódové — do Microsoft 365 Copilot Agent Evaluations CLI, aby bylo možné skórovat odpovědi agenta podle doménově specifických kritérií. Detailně uvádí strukturu složek, pravidla pojmenování, implementační kontrakty a zapojení do evaluačních workflow, čímž výrazně rozšiřuje flexibilitu a rozšiřitelnost hodnocení agentů Copilot.

• Představuje podporu vlastních evaluátorů v Copilot Agent Evaluations CLI
• Vysvětluje dva typy: LLM-judge (na bázi modelu) a code-only (čistě Python) evaluátory
• Uvádí podrobné požadavky na strukturu složek a pojmenování

Do výběru modelů v Copilot Cowork byly přidány dva nové modely GPT 5.6, Sol a Terra, čímž se rozšiřují možnosti pro komplexní a vysokokapacitní práci. Popisy stávajících modelů byly upraveny pro větší srozumitelnost.

• Přidán model GPT 5.6 Sol pro komplexní práci, např. research
• Přidán model GPT 5.6 Terra pro vysoký objem práce
• Upřesněny use cases a poznámky k práci s daty u stávajících modelů

Dokumentace přešla od používání endpointů a API keys Azure OpenAI k používání projektů Microsoft Foundry s modely GPT-5 a autentizací přes Microsoft Entra pro Copilot Agent Evaluations CLI. To zavádí nový autentizační a nasazovací model, odstraňuje požadavky na API keys a aktualizuje předpoklady i troubleshooting.

• Odstraněny instrukce pro použití Azure OpenAI endpointů a API keys; nově se používají projekty Microsoft Foundry a modely GPT-5.
• Přidány detailní kroky pro nasazení modelu GPT-5 mini v Microsoft Foundry a získání potřebných proměnných prostředí.
• Autentizace nyní používá Microsoft Entra a přihlášení přes Azure CLI, nikoli API keys.

A new section describes the ability to set 'effort levels' in Copilot Cowork, allowing users to balance quality, speed, and cost for each task. This gives users more granular control over how the AI allocates resources and responds.

• Introduction of effort levels: Light, Medium, High, Extra High, and Max
• Users can adjust effort to prioritize speed, quality, or cost
• Effort controls are accessible in the compose box

The documentation now includes the availability of GPT 5.6 variants in the model picker and introduces a new feature allowing users to set the 'effort level' to balance quality, speed, and cost when using Cowork. This gives users more control over model selection and performance.

• GPT 5.6 variants are now listed as available model choices
• Users can now set an 'effort level' (quality/speed/cost balance) when choosing a model
• Clarifies that model picker is accessed from the compose box, not chat header

The list of available models for Copilot Cowork has been significantly revised, with some models removed, new ones added, and descriptions updated. Notably, the 'Sonnet + Opus Advisor' paired mode and 'Claude Opus 4.8' are no longer listed, while 'Opus 5' appears as a new model. These changes affect which AI capabilities users can select and how they understand model options.

• Removed 'Sonnet + Opus Advisor' paired mode from available models
• Removed 'Claude Opus 4.8' from available models
• Added 'Opus 5' as a new model option

Two significant enhancements were introduced: Copilot connectors now perform content and identity crawls in parallel for faster content availability, and ServiceNow connectors now support role-based permissions for more granular access control. These changes improve both the speed and security of content ingestion and access within Microsoft 365 Copilot.

• Content and identity crawls now run in parallel, reducing the time for new or updated content to appear in Copilot.
• ServiceNow Knowledge and Catalog connectors now enforce permissions based on user roles, not just user criteria.
• Faster content ingestion improves information freshness and user productivity.

A new preview feature, Work IQ Dev Tools (wiqd), is now documented for publishing declarative agents to the organizational catalog from the command line, including validation and packaging commands. This addition streamlines the publishing workflow for developers.

• Introduced Work IQ Dev Tools (wiqd) as a command-line tool for publishing agents
• Documented specific wiqd commands for validation, packaging, and publishing
• Clarified that admin approval is still required after publishing via wiqd

The troubleshooting guidance for authentication issues in the Agent Evaluations CLI has shifted from Azure OpenAI to Microsoft Foundry, reflecting a change in the underlying evaluation/scoring infrastructure. This introduces new requirements for Microsoft Foundry access and configuration.

• Authentication troubleshooting now focuses on Microsoft Foundry rather than Azure OpenAI.
• Users must now ensure they have the Azure AI Developer role on the Foundry project.
• Scoring errors now reference the 'gpt-5-mini' model in Foundry instead of 'gpt-4o-mini' in Azure OpenAI.

The documentation for the Agent Evaluations CLI was updated to reflect a shift from Azure OpenAI endpoints to Microsoft Foundry cloud evaluation, with changes to required environment variables and default models. This indicates a significant backend change in how agent evaluations are performed.

• Removed preview status notice from introduction
• Evaluation now uses Microsoft Foundry cloud evaluation instead of Azure AI + machine learning
• Required environment variable changed from AZURE_AI_OPENAI_ENDPOINT to AZURE_AI_PROJECT_ENDPOINT

The Agent Evaluations CLI now requires Copilot credits and a Microsoft Foundry project with a GPT-5 model for scoring, replacing previous requirements for Azure OpenAI GPT-4o-mini. The environment variable setup and authentication process have also changed to reflect these updates.

• Copilot credits are now required and usage-based billing must be enabled.
• Scoring now uses a Microsoft Foundry project with GPT-5, not Azure OpenAI GPT-4o-mini.
• Environment variables updated: now require Foundry project endpoint and GPT-5 model name.

The documentation now reflects a shift from Azure OpenAI to Microsoft Foundry for agent evaluation, including changes to required environment variables and evaluation methods. This impacts how users configure and use the CLI for agent assessments.

• Removed preview status note from the introduction
• Evaluation now uses Microsoft Foundry cloud evaluation instead of Azure AI
• Environment variables updated: replaced Azure OpenAI variables with Microsoft Foundry equivalents

The documentation now clarifies how pre-authorization for automated tasks in Copilot Cowork works, specifying that pre-authorization applies only to the current chat session and not to new sessions, and that permissions are inherited by new sessions started by scheduled or event-triggered tasks.

• Pre-authorization for automated tasks is limited to the current chat session.
• New chat sessions started by scheduled or event-triggered tasks inherit permissions from the initial creation.

A new 'Effort level' feature is now available in Copilot Cowork, allowing users to control how Cowork balances quality, speed, and cost. This gives users more flexibility in how their tasks are handled.

• Added 'Effort level' option to Cowork homepage features
• Users can now adjust quality, speed, and cost tradeoffs

The documentation now references 'SpaceXAI models' instead of 'xAI's models' as an AI model that Microsoft 365 Copilot can connect to, indicating a possible update or rebranding of supported AI model integrations.

• Reference to 'xAI's models' replaced with 'SpaceXAI models'
• Suggests support or documentation update for a new or renamed AI model provider

The documentation has been updated to replace references to 'xAI' with 'SpaceXAI' throughout, clarifying the provider's identity and updating legal and administrative instructions. The process for disabling access to the provider has also been revised, with a new section detailing how to disable SpaceXAI and the removal of the previous xAI-specific instructions.

• All references to 'xAI' changed to 'SpaceXAI', clarifying the provider's branding
• Legal terms and compliance language updated to reference SpaceXAI and xAI Enterprise Terms
• Instructions for connecting and disabling the provider updated for SpaceXAI, including a new section on disabling access

A new tip introduces Work IQ Dev Tools (preview) as a unified command surface for building declarative agents, highlighting its support for consistent tooling across environments and lifecycle phases. This addition informs developers about a new tool that can streamline agent development and deployment.

• Added information about Work IQ Dev Tools (preview) for declarative agent development
• Explains benefits of unified command surface across local, CI, and VS Code
• Mentions support for named environments (local, dev, staging, prod)

A new tool, Work IQ Dev Tools (preview), is now documented as an option for attaching and validating actions in declarative agent plugins for Microsoft 365 Copilot. This expands developer options for managing and validating plugins.

• Introduction of Work IQ Dev Tools (preview) for command-line management of agent actions
• Documentation of specific commands for adding and validating actions
• Reference to alpha plugin command tree and external documentation

A new tip highlights the availability of Work IQ Dev Tools (preview) for creating and running evaluations of declarative agents, providing a new tool for measuring and improving agent quality.

• Introduces Work IQ Dev Tools (preview) as a way to create and run evaluations for declarative agents
• Directs users to additional documentation for Work IQ Dev Tools

A clarification was added explaining that Work IQ Dev Tools (preview) is not a standalone authoring tool but a command-line interface that leverages Agents Toolkit for provisioning and lifecycle management. This helps users understand the relationship between these tools and avoid confusion.

• Clarifies that Work IQ Dev Tools is a CLI layer over Agents Toolkit, not a separate tool
• Explains how Work IQ Dev Tools interacts with the agent lifecycle and CI processes
• Provides a reference to Work IQ Dev Tools documentation for further information

A new tip was added about using Work IQ Dev Tools (preview) for validating agent manifests against the current schema, highlighting its benefits and integration with Visual Studio Code.

• Introduced guidance on using 'wiqd agent validate' for offline manifest validation.
• Clarified that the tool uses the same validation engine as the platform.
• Mentioned Visual Studio Code extension support for inline diagnostics.

A new note describes how Work IQ Dev Tools (preview) can automate the app registration process for declarative agents, reducing manual setup. This is relevant for developers using declarative agent provisioning.

• Introduced Work IQ Dev Tools (preview) as a way to automate Microsoft 365 app registration for declarative agents
• Clarified that this automation does not apply to Copilot API clients in general

A new option is now documented for publishing and sideloading agents using the Work IQ Dev Tools (preview) command-line interface, providing an alternative to the Agents Toolkit UI. This enables automation and scripting for the package-and-sideload process.

• Introduced Work IQ Dev Tools (preview) CLI as an alternative to the UI for packaging and provisioning agents
• Documented specific CLI commands for building and deploying the app package
• Mentioned an alpha command for registering a remote MCP server as a connector

A new preview tool, Work IQ Dev Tools (`wiqd`), is introduced for teams building declarative agents from a terminal, offering end-to-end lifecycle support. This expands the available tooling options for developing Copilot agents.

• Introduction of Work IQ Dev Tools (`wiqd`) in preview
• Tool supports full lifecycle: scaffolding, validating, provisioning, packaging, publishing, and monitoring declarative agents
• Targets teams preferring terminal-based workflows

Tato nová dokumentace představuje možnost přidat tabulky Azure SQL jako znalostní zdroj v agentech Copilot Studio, aby agent odpovídal s oporou o strukturovaná data z databází Azure SQL. Popisuje předpoklady, oprávnění, postup nastavení a osvědčené postupy pro zlepšení kvality odpovědí.

• Agenti mohou nově využít tabulky Azure SQL jako znalostní zdroj pro „grounding“ odpovědí.
• Nastavení vyžaduje konfiguraci připojení, oprávnění a výběr relevantních tabulek.
• Dokumentace poskytuje doporučení pro přípravu databází a optimalizaci schématu pro lepší výkon agenta.

Arabic has been removed from the list of formally validated languages for real-time agents, which may impact organizations planning multilingual deployments. No other material changes to features or capabilities are present.

• Arabic is no longer listed as a formally validated language for real-time agents

Tato nová dokumentace představuje a vysvětluje funkci multi-agent orchestrace v Azure OpenAI Responses API, dostupnou v preview pro modely GPT-5.6. Popisuje, jak multi-agent workflow povolit, nakonfigurovat a používat pro složité úlohy, včetně ukázek kódu, práce s API, bezpečnostních aspektů a omezení.

• Představuje multi-agent orchestraci pro paralelní koordinaci subagentů v Azure OpenAI Responses API
• Vysvětluje předpoklady, použití a kdy zvolit multi-agent orchestraci oproti single-agent
• Uvádí příklady v Python a REST API pro tvorbu a správu multi-agent odpovědí

Tato nová dokumentace představuje MAI-Thinking-1, Microsoft model pro uvažování (reasoning) pro více-krokové úlohy, a poskytuje podrobné pokyny k nasazení, autentizaci a používání v Microsoft Foundry. Popisuje práci s API, function calling, zachování stavu, streaming, kvóty, troubleshooting a principy responsible AI a současně označuje veřejnou preview dostupnost modelu.

• Představuje model MAI-Thinking-1 pro více-krokové úlohy vyžadující reasoning (matematika, kódování, enterprise scénáře)
• Instrukce k nasazení a autentizaci v Microsoft Foundry, včetně Entra ID a API key
• Pokyny k API použití pro chat completions, function calling a zachování stavu

Byla přidána nová verze modelu „gpt-chat-latest“ (2026-08-06), která nabízí výrazně větší kontextové okno (400 000 tokenů) a aktualizovaná trénovací data (do února 2026), čímž se výrazně rozšiřují schopnosti oproti předchozím verzím.

• Přidána verze modelu „gpt-chat-latest“ (2026-08-06)
• Kontextové okno zvýšeno na 400 000 tokenů (vstup: 272 000, výstup: 128 000)
• Maximální počet výstupních tokenů zvýšen na 128 000

Aktualizace přidává kompletní C#/.NET workflow pro nasazení a volání hosted agentů ve Foundry Agent Service vedle stávající cesty pro Python. Přináší nové předpoklady, krokové instrukce a ukázky kódu pro vývojáře v C#.

• Přidány podrobné quickstart kroky pro C#/.NET pro nasazení hosted agentů
• Doplněny nové předpoklady pro .NET SDK a balíčky
• Poskytnut ukázkový kód a nastavení prostředí pro nasazení v C#

Model router pro Microsoft Foundry nyní podporuje nové OpenAI modely GPT-5.6 a Anthropic Claude Opus 4.8, rozšiřuje routing pool o modely od více poskytovatelů a významně rozšiřuje regionální dostupnost. Audio vstup je nyní explicitně nepodporovaný a u vision chatů se upřesňuje, že rozhodnutí routingu je založeno pouze na textu.

• Přidána podpora modelů OpenAI GPT-5.6-sol, GPT-5.6-terra a GPT-5.6-luna
• Přidána podpora modelu Anthropic Claude Opus 4.8
• Routing pool nyní explicitně zahrnuje modely od OpenAI, DeepSeek, Meta, xAI a Anthropic

Model router nyní podporuje 28 Azure regionů, přidává nové modely GPT-5.6 a Claude Opus 4.8, odstraňuje několik starších modelů a rozšiřuje agentic routing o open-source i Anthropic modely. Tím se rozšiřují možnosti nasazení, volby modelů i agentic routingu.

• Model router je nyní dostupný v 28 Azure regionech
• Přidána podpora modelů GPT-5.6-sol, GPT-5.6-terra, GPT-5.6-luna a Claude Opus 4.8
• Z routing poolu bylo odebráno několik starších modelů

Tato nová stránka dokumentuje funkci Directory Discovery v DevUI: jak lze automaticky objevovat a spouštět agenty a workflow podle struktury adresářů. Přináší konkrétní příklady, práci s proměnnými prostředí, troubleshooting a poznámky k plánované jazykové podpoře.

• Představuje automatické objevování agentů a workflow v DevUI podle adresářové struktury
• Popisuje požadovanou organizaci souborů a export konvence pro discovery
• Vysvětluje načítání proměnných prostředí na úrovni entity i nadřazené složky

The retirement schedule for Azure OpenAI Foundry Models was updated to add new models and retirement dates, including new entries for gpt-5.2, gpt-5.2-chat, gpt-5.2-codex, and gpt-5.3-chat. This provides users with important new information for planning migrations and understanding model availability.

• Added gpt-5.2, gpt-5.2-chat, gpt-5.2-codex, and gpt-5.3-chat to the retirement schedule
• Specified new GA and retirement dates for these models
• Clarified which models are now in 'Retired' status and their replacements

The July 2026 update introduces new documentation for Foundry IQ and Foundry Models and APIs, and significantly expands the list of updated articles, particularly around hosted agents and tool integration in Foundry Agent Service. This reflects notable new capabilities and enhancements in agent hosting, tool management, and connectivity within Microsoft Foundry.

• New articles added for Foundry IQ and Foundry Models and APIs
• Expanded documentation on hosted agents, including deployment and tool types
• Guidance added for connecting to and enabling A2A agent endpoints

The documentation now describes support for multi-agent workflows in WebSocket mode, allowing developer-defined function outputs to be injected into the active response so that waiting agents can resume while others continue. This enables more advanced orchestration scenarios.

• Added support for multi-agent workflows in WebSocket mode
• Describes injecting developer-defined function outputs into active responses
• References new guidance on multi-agent orchestration with the Azure OpenAI Responses API

The introduction now highlights support for multi-agent orchestration, allowing delegation of work to parallel subagents via the Responses API. This expands the API's capabilities beyond tool search.

• Added mention of multi-agent orchestration for parallel subagent work
• Clarifies that Responses API can now coordinate multiple agents, not just tool search

The 'Input TPM per PTU' value for the 'gpt-5.6-luna' model has been significantly increased from 5,950 to 30,000, indicating a major boost in throughput capacity for this model. This change allows users to process substantially more input tokens per PTU, which can impact workload planning and deployment sizing.

• Increased 'Input TPM per PTU' for gpt-5.6-luna from 5,950 to 30,000

The list of supported regions for Data Zone Standard deployments has been updated, with several regions no longer supporting this deployment type. This change impacts where users can deploy Data Zone Standard model routers.

• Data Zone Standard support removed from Brazil South, Canada East, South Africa North, Switzerland West, UK South, UK West, and West Central US
• Table now uses check marks and hyphens to indicate support status
• Global Standard support remains unchanged

The documentation now reflects a major update to the portal's navigation structure, introducing a new 'Manage' section and reorganizing where key administrative and resource management tasks are accessed. This impacts how users find and manage quotas, users, resources, and connected resources.

• Addition of a new 'Manage' top-level section in the portal
• Reassignment of quota, user management, and connected resources tasks from 'Operate' or 'Management center' to 'Manage'
• Clarified navigation for viewing all projects and resources via a project name dropdown

The documentation now lists 'Multi-agent orchestration (preview)' as a new capability for all GPT-5.6 models, indicating support for orchestrating multiple agents within these models. This is a significant functional addition for users interested in advanced AI workflows.

• Added 'Multi-agent orchestration (preview)' to GPT-5.6-sol, terra, and luna capabilities

The documentation now clarifies that the model router supports OpenAI, open-source (OSS), and Anthropic models for Foundry Agent Service tools, provided the models are eligible. It also adds instructions for routing to Claude models and updates the example model subsets to include gpt-5.6-sol.

• Model router now supports OpenAI, OSS, and Anthropic models for agent tools if eligible
• Explicit instructions added for routing agentic requests to Claude models
• Reference to a compatibility matrix for tool support by region and model

The supported models list for model router has been updated, adding new OpenAI GPT-5.6 variants and Anthropic Claude Opus 4-8, while removing some previous models. Additionally, agentic request routing now supports eligible OpenAI, OSS, and Anthropic models, expanding beyond just OpenAI models. This broadens the routing capabilities and model choices available to users.

• Added new OpenAI models: gpt-5.6-sol, gpt-5.6-terra, gpt-5.6-luna
• Added new Anthropic model: claude-opus-4-8
• Removed several models including DeepSeek-V3.1, DeepSeek-V3.2 (preview), and some previous OpenAI and Anthropic versions

The documentation now lists additional Claude models supported by the Model Router in Microsoft Foundry, specifically adding 'claude-opus-4-8' and clarifying support for 'claude-sonnet-4-5'. This expands the range of Claude models that can be automatically routed for Claude Code scenarios.

• Model Router now supports 'claude-opus-4-8' and 'claude-sonnet-4-5'
• Expanded list of Claude models available for automatic routing in Foundry

The documentation now includes a new Microsoft model, MAI-Thinking-1, which offers chat-completion with reasoning and OpenAI Chat Completions compatibility. This expands the set of AI capabilities available through Azure Foundry.

• Added MAI-Thinking-1 model with chat-completion and reasoning capabilities
• MAI-Thinking-1 supports OpenAI Chat Completions compatibility and encrypted chain-of-thought
• Clarified how-to articles for both MAI-Image and MAI-Thinking models

A new section was added detailing virtual network (VNet) support for toolbox tool types in Microsoft Foundry, clarifying how each tool type operates in network-isolated environments. This addition is significant for users needing secure, private deployments and understanding traffic flows for compliance and architecture planning.

• Added table showing VNet support and traffic flow for each toolbox tool type
• Clarified that network-isolated environments support file input/output for File Search and Code Interpreter
• Linked to full network isolation setup instructions

The regional support table for Foundry Agent Service capabilities was updated to add new regions (Canada Central, Central US, Japan West) and to reflect expanded feature availability in some regions, such as enabling Code Interpreter and Computer Use in additional locations. This broadens where certain Copilot features can be used.

• Added Canada Central, Central US, and Japan West as supported regions
• Enabled Code Interpreter and Computer Use in more regions
• Updated feature availability matrix for multiple regions

The documentation introduces the new 'agentCard' field for agent discovery metadata, updates environment variable naming conventions, and clarifies resource deletion behavior for 'azd down'. These changes improve agent discoverability, align configuration with updated standards, and clarify resource management.

• Added 'agentCard' field to 'azure.ai.agent' service for agent discovery metadata, including 'skills'.
• Updated environment variable from 'FOUNDRY_MODEL_NAME' to 'MICROSOFT_FOUNDRY_MODEL_DEPLOYMENT_NAME' in examples and documentation.
• Clarified that 'azd down' deletes all provisioned resources, not just the resource group.

The documentation now indicates that MCP servers and OpenAPI tool are available for Foundry Agent Service in Azure Government, whereas previously they were listed as unavailable. Additionally, the note about lack of support for publishing to Microsoft Teams and Microsoft 365 Copilot has been removed.

• MCP servers tool marked as available (was previously unavailable)
• OpenAPI tool marked as available (was previously unavailable)
• Removed statement that publishing to Microsoft Teams and Microsoft 365 Copilot is unsupported

The documentation now clarifies the pricing model for Code Interpreter sessions, specifying per-minute charges with a five-minute minimum, and updates the list of supported model versions to include a new version for 'gpt-chat-latest'. These changes help users better understand costs and available models.

• Clarified Code Interpreter session billing: per-minute charges with a five-minute minimum.
• Added '2026-08-06' as a supported version for 'gpt-chat-latest' model.

The list of models supporting parallel function calling was updated to include a new version of 'gpt-chat-latest' (2026-08-06), indicating expanded model support for this capability.

• Added 'gpt-chat-latest' (2026-08-06) to the list of models supporting parallel function calling

The updated documentation clarifies prerequisites for using specific examples (such as code interpreter, image generation, and file search), provides explicit verification steps for environment setup, and improves code sample clarity. It also adds a concrete CSV example for the code interpreter tool, making it easier for users to follow along.

• Added explicit prerequisites for code interpreter, image generation, and file search examples
• Included verification commands for Python version, package installation, and Azure CLI sign-in
• Provided a concrete CSV data example for the code interpreter tool

The documentation now clarifies that the model router can be used as an evaluation target in model target evaluation, but not for other evaluation features or for synthetic data generation. This distinction helps users understand where the model router is supported and avoid misconfiguration.

• Added explicit note that model router is supported only as the evaluation target in model target evaluation.
• Clarified in synthetic data evaluation that the model router is not supported for generating synthetic queries, only as an evaluation target.

The documentation was updated to remove Synthetic Data Gen for Evaluations from the list of Foundry features that do not support network isolation, indicating that this feature may now support network isolation. No other material changes to setup or limitations were introduced.

• Synthetic Data Gen for Evaluations is no longer listed as not supporting network isolation
• Table of Foundry feature limitations updated to reflect this change

The documentation now provides clearer, step-by-step instructions for identifying available models, setting up environment variables, and deploying models using Azure CLI and Bicep. It separates the process of querying available models from the deployment step, making it easier for users to understand how to select and deploy models.

• Added explicit steps for querying available models and their SKUs using Azure CLI
• Clarified required model properties (name, format, version, sku) for deployment
• Separated and expanded instructions for setting up environment variables and Azure resources

The documentation now provides more detailed guidance on where to view Claude pricing, usage, and cost information, replacing a simpler table about where CCU appears. The new section clarifies the distinction between estimated and actual costs, and how discounts are reflected.

• Added a detailed section explaining where to view Claude pricing, usage, and cost across Azure and Foundry surfaces
• Clarified that the Foundry Monitor tab provides estimated costs for CCU-based deployments, but not for token-billed deployments
• Explained that Foundry estimates do not reflect private-offer discounts, and actual billed cost should be checked in Azure Cost Management

A new note clarifies how cost monitoring works for Claude model deployments in Foundry, specifying differences between CCU-based and per-model token billing. This helps users understand where estimated cost charts are available and the distinction between usage metrics and actual billing.

• Added note explaining that the estimated-cost chart is only available for CCU-based Claude deployments
• Clarified that for per-model token billing, only token usage and request metrics are shown, not estimated costs
• Emphasized that actual billed costs may differ from Foundry portal estimates for Claude deployments

The documentation clarifies that the simplified evaluation-only setup template (15a) also supports data generation capabilities, not just evaluation. A new section explicitly describes virtual network support for data generation, aligning it with evaluation scenarios.

• Expanded mention of 'data generation capabilities' in evaluation-only setup guidance
• Added section detailing virtual network support for data generation, confirming it uses the same setup and regions as evaluation

The documentation now refers readers to a separate page for details on network isolation and VNet support for toolbox tools, instead of providing a summary table and explanation inline. This change clarifies where to find up-to-date information but removes a convenient overview from this page.

• Removed the 'Virtual network support' section, which summarized VNet support and traffic flow for each tool type.
• Feature support table no longer includes VNet support details; instead, it refers readers to a dedicated network isolation page.
• Tool availability and network isolation guidance is now external to this page.

The documentation now includes the 'Manage' section as a top-level navigation area in Microsoft Foundry, clarifying that it is available alongside other main sections for project-specific content. This update is important for users relying on screen readers to understand all accessible navigation options.

• 'Manage' added as a top-level navigation section in Foundry
• Clarified that 'Manage' displays content for the selected project
• Updated verification steps to include 'Manage' among key areas

The documentation now clarifies that the 'reasoning.summary' parameter is not supported when multi-agent orchestration is enabled. This is important for users leveraging multi-agent features, as they cannot use reasoning summaries in that context.

• 'reasoning.summary' parameter not supported with multi-agent orchestration
• Explicit warning added for this limitation

A new resource about using multi-agent orchestration with the Azure OpenAI Responses API has been added to the next steps, indicating expanded guidance or capability in orchestrating multiple agents.

• Added reference to multi-agent orchestration with Azure OpenAI Responses API

The section clarifies the upcoming retirement of automatic fallback from 'flex' to standard processing for unsupported models, specifying that after September 25, 2026, such requests will return an error instead of defaulting to standard processing. This helps users prepare for stricter enforcement and avoid unexpected failures.

• Clarifies that fallback from 'flex' to standard processing will be retired
• Specifies that unsupported requests will return HTTP 400 with 'invalid_request_error' after the cutoff date
• Advises users to verify model support or explicitly set 'service_tier' to 'default' if standard processing is acceptable

The documentation clarifies that the Azure AI Inference beta SDK deprecation notice has been removed, updates Azure CLI extension requirements, corrects example output values, and provides more precise guidance for using the OpenAI v1 API route for model inference. These changes help users avoid deprecated tools and use the correct API endpoints and parameters.

• Removed deprecation notice for Azure AI Inference beta SDK from the introduction
• Clarified that no extra Azure CLI extension is needed for cognitiveservices commands
• Corrected example model capacity output from 1 to 1000 in the CLI output

The section on Anthropic's Claude models in Microsoft Foundry was updated to clarify subscription requirements, specifically how Azure credits and credit card billing interact, and to add explicit references to supported regions and Anthropic's regional policy. A new table summarizing model types, capabilities, and offer availability regions was also introduced.

• Clarified that accounts with a credit card on file will be charged instead of using Azure Credits.
• Added reference to Anthropic's Supported Regions Policy and a link to check supported regions.
• Introduced a table listing Claude model types, capabilities, and offer availability regions.

The documentation clarifies that the Python SDK no longer requires the 'isolation_key' parameter for session creation, stopping, or deletion unless the agent endpoint is configured to use header-based isolation. It also updates SDK usage examples to reflect this change and removes some previous notes about parameter usage.

• Removed requirement for 'isolation_key' in Python SDK session management methods unless header isolation is configured
• Updated SDK code examples to omit 'isolation_key' parameter by default
• Clarified when 'version_indicator' should be used for pinning agent versions

The documentation now clarifies and expands on Python SDK usage for managing hosted agents, including new code examples for enabling/disabling agents, deleting agents or versions, and streaming logs. These updates make it clearer how to perform these actions programmatically, not just via REST API.

• Replaced 'project' with 'project_client' in all Python SDK examples for consistency.
• Added Python SDK code samples for disabling and enabling agents.
• Added Python SDK code samples for deleting agents and agent versions.

The documentation clarifies that on GPT-5.6 and later models, cache hits are no longer rounded to 128-token increments after the first 1,024 tokens, unlike earlier models. It also notes that JSON property order in responses may vary.

• Explains that 128-token increment rounding for cache hits applies only to GPT-5.5 and earlier, not GPT-5.6+
• Adds note that JSON property order in API responses is not significant

A new notice clarifies that starting September 25, 2026, requests using 'service_tier=flex' will only be processed if the targeted model deployment supports Flex processing. Unsupported requests will return an error instead of falling back to standard processing.

• Added warning about future enforcement of Flex processing support for 'service_tier=flex'
• Requests to unsupported models will return HTTP 400 errors after the specified date
• Guidance to verify model support for Flex and to use 'default' if standard processing is acceptable

A new troubleshooting entry was added explaining the 'Data retention required' error when using Anthropic-designated Covered Models with zero data retention (ZDR) enabled subscriptions. This clarifies the cause and solution for users encountering this error.

• Added troubleshooting guidance for 'Data retention required' (400 invalid_request_error) when using Covered Models with ZDR enabled
• Explained that Microsoft cannot change the data retention setting and users must work with Anthropic or use a new subscription
• Linked to background information on data retention practices for Covered Models

This update clarifies required versions for Azure Developer CLI and its extensions, updates environment variable names for model deployment, and adds important notes about toolbox usage and deploy mode configuration. These changes help ensure users follow current best practices and avoid misconfiguration.

• Specified minimum required versions for Azure Developer CLI and Foundry extensions
• Changed environment variable from AZURE_AI_MODEL_DEPLOYMENT_NAME to MICROSOFT_FOUNDRY_MODEL_DEPLOYMENT_NAME
• Added note on toolbox endpoint usage in split-service projects

The documentation was updated to clarify that fine-tuning for supported models is now only available in the US data zone, rather than both US and EU. This impacts where customers can fine-tune models and may affect compliance or data residency requirements.

• Supported models table updated: 'US, EU' data zone changed to 'US' only for all listed models
• No new models or methods added; change is a restriction of availability
• No changes to required roles, permissions, or libraries

The documentation now clarifies that fine-tuning for GPT-4o and related models is only available in the US data zone, not both US and EU as previously stated. This is important for customers with data residency requirements or those operating in the EU.

• Fine-tuning for GPT-4o, GPT-4.1, and related models now listed as available only in US data zone (EU removed)
• No changes to supported models or fine-tuning methods

The documentation now clarifies the required order of operations for granting managed identity access to keys before enabling customer-managed keys (CMK) in Foundry. This helps prevent configuration failures and ensures smoother setup.

• Added explicit instruction to grant managed identity access to the key before enabling CMK
• Clarified process differences between user-assigned and system-assigned managed identities

The documentation was updated to indicate that priority processing for both Global Standard and Data Zone Standard deployment types is now generally available, removing the previous 'preview' status. This signals that the feature is now fully supported and production-ready.

• Priority processing for Global Standard deployments is no longer marked as 'preview'.
• Priority processing for Data Zone Standard deployments is no longer marked as 'preview'.
• References to '(preview)' and preview documentation links were removed.

The documentation now clarifies that hub-based Foundry projects are not supported and adds a conditional requirement to assign the Cognitive Services User role to the search service's managed identity if the knowledge base uses an LLM. Additionally, the example project_resource_id in the code sample was updated to use the Microsoft.CognitiveServices provider instead of Microsoft.MachineLearningServices.

• Explicitly states hub-based projects are not supported
• Adds conditional requirement for Cognitive Services User role when knowledge base uses an LLM
• Updates example project_resource_id to use Microsoft.CognitiveServices provider

Tato nová stránka přináší ucelenou dokumentaci k Agent 365 SDK: rozsah, integrační mechanismy, podporované schopnosti, správu identity, postupy nastavení a validační kroky. Upřesňuje, co SDK dělá a nedělá, podporované jazyky a jak zapadá do širšího ekosystému Copilot a agentů.

• Vysvětluje, že Agent 365 SDK není framework pro tvorbu agentů, ale integrační vrstva pro existující agenty
• Detailně popisuje podporované jazyky (Python, JavaScript, .NET) a integrační možnosti (SDK vs. registry sync vs. built-in integrace)
• Vymezuje čtyři hlavní schopnosti: identity, observability, tooling (Work IQ) a notifikace včetně předpokladů a licenčních požadavků

Tato nová stránka představuje a porovnává tři integrační mechanismy pro Agent 365 — built-in integraci, registry sync (preview) a Agent 365 SDK — včetně jejich vhodnosti, implementace a požadavků. Pomáhá zvolit správnou cestu, zejména kdy použít SDK, a zvýrazňuje aspekty pro platformy jako Copilot Studio a Azure AI Foundry.

• Přináší srovnávací tabulku tří mechanismů integrace Agent 365: built-in, registry sync (preview) a SDK.
• Upřesňuje, pro které platformy a scénáře je který mechanismus vhodný.
• Vysvětluje, kdy a proč použít Agent 365 SDK, včetně požadavků na identity a řízení na úrovni kódu.

Tato nová stránka představuje Agent 365 Skills, systém řízeného nastavení pro integraci existujících agentů s Agent 365 pomocí coding asistentů jako GitHub Copilot CLI a VS Code agent mode. Popisuje dostupné skills, jejich účel, podporované stacky a workflow používání; nahrazuje předchozí ruční postup podle instructions.md.

• Představuje Agent 365 Skills jako řízenou, výsledkově orientovanou cestu nastavení pro integraci agentů
• Uvádí a popisuje sedm konkrétních skills pro oblasti jako observability, validace a integrace nástrojů Work IQ
• Vysvětluje podporu více coding asistentů a automatickou detekci stacku

Tato nová dokumentace představuje schopnost „Connected platforms“ v Microsoft 365 agent registry, která umožňuje správcům bezpečně připojit a synchronizovat AI agenty z více externích platforem pro centralizovanou správu a governance.

• Popisuje, jak připojit a synchronizovat agenty z Amazon Bedrock, Google Vertex AI, Salesforce Agentforce, Databricks Genie, Anthropic Claude Managed Agents a Oracle Generative AI Agents.
• Vysvětluje požadavky na autentizaci a nastavení pro každou podporovanou platformu.
• Popisuje akce správy dostupné v Microsoft 365 admin center, včetně sledování stavu synchronizace a kontroly chyb.

Quickstart byl rozsáhle přepsán: nyní nabízí krokový postup pro připojení existujícího agenta k Agent 365 pomocí nových Agent 365 Skills v coding asistentech. Aktualizace doplňuje detailní předpoklady, explicitní skill‑based kroky nastavení a nové pokyny pro troubleshooting. Koncepční části o typech agentů a postupném přijímání schopností byly odstraněny.

• Představuje nový workflow s Agent 365 Skills v coding asistentech (Claude Code, GitHub Copilot CLI, VS Code agent mode)
• Přidává detailní předpoklady včetně licencování a podporovaných platforem
• Poskytuje explicitní skill‑driven kroky pro setup, registraci, observability, připojení na data Microsoft 365 a validaci

Tato nová stránka představuje a dokumentuje aplikaci AG-UI Dojo: vizuální, interaktivní prostředí pro testování agentů Microsoft Agent Framework implementujících protokol AG-UI. Popisuje setup, použití, dostupné ukázkové agenty pokrývající všech 7 AG-UI funkcí a pokyny pro testování vlastních agentů.

• Představuje AG-UI Dojo jako nástroj pro vizuální testování agentů Microsoft Agent Framework
• Dokumentuje setup a konfiguraci backend i frontend komponent
• Uvádí a popisuje 7 ukázkových agent endpointů, každý demonstruje konkrétní AG-UI schopnost

The documentation has been significantly restructured and expanded to clarify the Agent 365 identity model, introducing detailed explanations of blueprints, agent identities, user accounts, credential management, execution modes, and sponsor roles. The new content provides clearer guidance on how agent identities are created, managed, and used, while removing previous sections that described similar concepts in less detail and with different terminology.

• Introduces and explains the roles of agent identity blueprints, agent identities, and optional agent user accounts
• Clarifies credential management, including supported credential types and boundaries
• Details three execution modes (S2S, OBO, Agentic-User) and their permission models

The documentation now provides detailed clarification on what the Microsoft Agent 365 SDK is, what capabilities it adds, how it differs from the Microsoft 365 Agents SDK, and how it fits into agent integration scenarios. It also explains the onboarding flow and the flow of a typical request, helping developers understand when and how to use the SDK.

• Added sections clarifying the SDK's purpose, capabilities, and integration scenarios
• Explained the distinction between Microsoft Agent 365 SDK and Microsoft 365 Agents SDK
• Outlined the onboarding process and request flow for agents using the SDK

Page removed or relocated. The documentation for the Registry sync feature in the Microsoft 365 agent registry (preview) has been removed. This page described how to connect and synchronize external AI agent environments (such as Amazon Bedrock, Google Vertex AI, Salesforce, and Databricks) into Microsoft 365 for centralized management.

• Loss of documentation on connecting and syncing external AI agent platforms to Microsoft 365 agent registry
• Missing setup and authentication instructions for Amazon Bedrock, Google Vertex AI, Salesforce Agentforce, and Databricks Genie
• No longer available guidance on managing external platform connections and viewing sync status

A new capability to copy configuration from one Sales Development agent to another has been added, making it easier to replicate agent setups across teams or environments.

• Added 'Copy configuration from one Sales Development agent to another' to the list of covered topics

The documentation now clarifies that Facilitator can create high-quality Word documents (but not Loop documents) based on meeting discussions, and provides more detailed instructions for requesting document creation. The ability to create Loop documents has been removed.

• Facilitator can now create a Word document based on meeting discussion, chat history, and shared files
• Detailed steps added for requesting Word document creation via @Facilitator in chat
• Removed previous support for creating Loop documents

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page describing how to generate images with Copilot in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page explaining how to draft and add content with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for content creation in Word.

• Loss of instructions for drafting and adding content with Copilot in Word
• Uncertainty whether feature is deprecated or documentation is relocated

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of a document has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Loss of instructions for generating document summaries with Copilot in Word
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. Documentation for using Copilot in PowerPoint on mobile devices has been removed. It is unclear if this reflects a feature deprecation, a move, or a restructure, but users now lack official guidance for Copilot capabilities on mobile PowerPoint.

• Entire page about Copilot in PowerPoint for mobile devices is missing
• No official documentation now available for Copilot features on PowerPoint mobile

Page removed or relocated. The documentation page explaining how to use Copilot in Excel to import data from the web and internal sources is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for importing data from web/internal sources with Copilot in Excel
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear if this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on this capability.

• Loss of documentation for Copilot in Excel (Microsoft Skills)
• Uncertainty whether feature is deprecated or docs are relocated

Page removed or relocated. Documentation for using Copilot in the SharePoint rich text editor is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for using Copilot in SharePoint's rich text editor
• Uncertainty whether feature is deprecated or documentation was moved

Page removed or relocated. The documentation page for creating pages with AI in SharePoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but information about using AI to create SharePoint pages is now missing.

• Page covering AI-powered page creation in SharePoint is no longer available
• Uncertainty whether this signals feature removal or just documentation movement

Page removed or relocated. The documentation page explaining how to rewrite text with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for rewriting text with Copilot in Word
• Uncertainty whether the feature is deprecated or documentation was relocated

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page detailing how to generate images for documents with Copilot in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page explaining how to draft and add content with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for content creation in Word.

• Loss of documentation on drafting and adding content with Copilot in Word
• Uncertainty whether this signals feature removal or just a doc move

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of your document has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Official instructions for generating document summaries with Copilot in Word are no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on Copilot capabilities in Word for mobile.

• Removal of documentation for Copilot in Word on mobile devices
• Uncertainty whether this reflects feature deprecation or documentation restructuring

Page removed or relocated. The documentation page for using Copilot in PowerPoint on mobile devices has been removed. It is unclear whether this indicates a feature deprecation or a restructuring of documentation, but information about Copilot's mobile capabilities is now missing.

• Page detailing Copilot in PowerPoint for mobile devices is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear whether this indicates feature deprecation or a restructuring/relocation of the documentation. Users now lack direct guidance on using Copilot's chat capabilities within Outlook.

• Loss of documentation for Copilot chat functionality in Outlook
• Uncertainty about whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for data visualization in Excel.

• Official documentation for using Copilot to visualize data in Excel is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. Documentation for using Copilot in Excel to import data from the web and internal sources is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page covering Copilot-assisted data import in Excel is no longer available
• Uncertainty whether the feature is deprecated or documentation was moved

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear if this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on how to begin using Copilot in Excel.

• Removal of 'Get started with Copilot in Excel' documentation
• Uncertainty whether this is a deprecation or a restructuring/relocation

Page removed or relocated. The documentation page for using Copilot to gain data insights in Excel has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but users now lack official guidance on this capability.

• Page detailing how to use Copilot for data insights in Excel is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page detailing Copilot's skills in Excel has been removed. It is unclear whether this indicates a deprecation of features or a restructuring of documentation, but users now lack direct reference material for Copilot's Excel capabilities.

• Loss of documentation outlining Copilot's skills in Excel
• Uncertainty whether features are deprecated or documentation is relocated

Page removed or relocated. Documentation for Copilot in Excel rules is no longer available at this URL. It is unclear whether the content has been deprecated, relocated, or consolidated elsewhere, but users now lack direct access to guidance on Copilot's rule-based features in Excel.

• Copilot in Excel rules documentation is missing
• Uncertainty whether this reflects deprecation or restructuring

Page removed or relocated. Documentation for Copilot in Excel data sources is now missing. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but users currently lack official guidance on supported data sources for Copilot in Excel.

• Page covering Copilot in Excel data sources has been removed
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. Documentation for using Copilot to write in the SharePoint rich text editor is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of guidance on using Copilot in SharePoint's rich text editor
• Uncertainty whether the feature is deprecated or documentation was moved

Page removed or relocated. The documentation page for creating pages with AI in SharePoint is no longer available. It is unclear whether this reflects a deprecation of the feature or a restructuring of the documentation, but information about using AI to create SharePoint pages is now missing.

• Documentation for AI-powered page creation in SharePoint is no longer accessible
• Uncertainty remains whether the feature is deprecated or the content was moved

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Official documentation for generating images in Word with Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page explaining how to draft and add content with Copilot in Word has been removed. It is unclear if this indicates a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for content creation in Word.

• Loss of instructions for drafting and adding content with Copilot in Word
• Uncertainty whether this reflects a feature removal or documentation reorganization

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of a document has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Guidance for generating document summaries with Copilot in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates a feature deprecation or a restructuring of documentation, but users now lack official guidance on Copilot's mobile Word capabilities.

• Official documentation for Copilot in Word on mobile devices is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed. This means users no longer have access to a centralized source of answers to common questions about Copilot's features and usage in PowerPoint, which could hinder understanding or troubleshooting unless the content has been relocated.

• FAQ documentation for Copilot in PowerPoint is no longer available at this URL
• Potential loss of quick-reference information for users and admins

Page removed or relocated. The documentation page for using Copilot in PowerPoint on mobile devices has been removed. It is unclear if this reflects a deprecation of the feature or a restructuring of documentation, but information about Copilot's mobile capabilities in PowerPoint is now missing.

• Page covering Copilot in PowerPoint for mobile devices is no longer available
• Uncertainty whether this indicates feature removal or documentation reorganization

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear if this indicates deprecation of the feature or a restructuring of documentation, but users now lack official guidance on using Copilot's chat capabilities within Outlook.

• Loss of official instructions for chatting with Copilot in Outlook
• Uncertainty about whether the feature is deprecated or documentation is relocated

Page removed or relocated. Documentation for using Copilot in Excel to import data from the web and internal sources is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page describing how to import data from web/internal sources with Copilot in Excel is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear if this is due to deprecation, relocation, or restructuring, but users now lack direct guidance on how to begin using Copilot in Excel.

• Step-by-step instructions for starting with Copilot in Excel are no longer available
• Potential loss of onboarding or setup information for new users

Page removed or relocated. The documentation page for using Copilot to gain data insights in Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but guidance on this specific Copilot capability is now missing.

• Page covering Copilot's data insights features in Excel is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear whether this indicates a deprecation of the feature or a restructuring of the documentation. Users now lack direct access to guidance on Copilot's Excel integration.

• Copilot in Excel (Microsoft Skills) documentation is no longer available at this URL
• Uncertainty remains whether the feature is deprecated or the documentation was relocated

Page removed or relocated. Documentation for using Copilot to write in the SharePoint rich text editor is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for using Copilot in SharePoint's rich text editor
• Uncertainty whether feature is deprecated or documentation was relocated

Page removed or relocated. The documentation page for creating pages with AI in SharePoint is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but information about using AI to create SharePoint pages is now missing.

• Page detailing AI-powered page creation in SharePoint removed
• Uncertainty whether feature is deprecated or documentation was relocated

Page removed or relocated. The documentation page explaining how to rewrite text with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for rewriting text with Copilot in Word
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on this capability.

• Page covering image generation with Copilot in Word is no longer available
• Uncertainty whether the feature is deprecated or documentation has moved

Page removed or relocated. The documentation page explaining how to draft and add content with Copilot in Word is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for content creation in Word.

• Loss of instructions for drafting and adding content with Copilot in Word
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of your document has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Guidance for generating document summaries with Copilot in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on Copilot capabilities in Word for mobile.

• Official documentation for Copilot in Word on mobile devices is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed, resulting in the loss of a resource that addressed common user questions about Copilot's features and usage in PowerPoint. It is unclear if this indicates deprecation of features or simply a documentation restructure.

• FAQ content for Copilot in PowerPoint is no longer available at this URL
• Users lose access to previously documented answers about Copilot's PowerPoint integration

Page removed or relocated. The documentation page for using Copilot in PowerPoint on mobile devices has been removed. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on Copilot capabilities for PowerPoint mobile.

• Official documentation for Copilot in PowerPoint on mobile devices is no longer available
• Uncertainty whether the feature is deprecated or the documentation has moved

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear whether this reflects a deprecation of the feature or a restructuring of the documentation, but users now lack official guidance on using Copilot's chat capabilities within Outlook.

• Removal of documentation for chatting with Copilot in Outlook
• Uncertainty whether feature is deprecated or documentation is relocated

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on using Copilot for data visualization in Excel.

• Official documentation for using Copilot to visualize data in Excel is no longer available
• Uncertainty remains whether the feature is deprecated or the content has been relocated

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear whether this indicates a deprecation of the feature or a restructuring of the documentation, but users now lack official guidance on how to begin using Copilot in Excel.

• Removal of the 'Get started with Copilot in Excel' documentation
• No official onboarding or setup instructions for Copilot in Excel currently available at this URL

Page removed or relocated. The documentation page for using Copilot in Excel to gain data insights has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on this capability.

• Documentation for Copilot's data insights features in Excel is no longer available
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. The documentation page for Copilot in Excel and Power BI is no longer available. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on using Copilot with Excel and Power BI.

• Documentation for Copilot integration with Excel and Power BI is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. The documentation page about Copilot in Excel personalization is no longer available. It is unclear whether this reflects a deprecation of the feature or a restructuring of the documentation, but information about how to personalize Copilot in Excel is now missing.

• Documentation on Copilot in Excel personalization is no longer accessible
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear whether this indicates a deprecation of the feature or a restructuring/relocation of the documentation, but users now lack direct guidance on this capability.

• Copilot in Excel (Microsoft Skills) documentation is no longer available at this URL
• Uncertainty remains whether the feature is deprecated or the documentation was moved

Page removed or relocated. Documentation about Copilot in Excel data sources is now missing. It is unclear if this reflects a feature deprecation or a restructuring of the documentation, but users now lack official guidance on how Copilot in Excel interacts with data sources.

• Page covering Copilot in Excel data sources has been removed
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel change history is no longer available. It is unclear whether this means the feature is deprecated or if the documentation has been moved or consolidated elsewhere. Users now lack official guidance on how Copilot interacts with or utilizes change history in Excel.

• Copilot in Excel change history documentation removed
• Uncertainty about feature status or doc relocation
• Loss of guidance on Copilot's use of Excel change history

Page removed or relocated. Documentation for using Copilot to write in the SharePoint rich text editor is now missing. It is unclear if this reflects a feature deprecation or a documentation move, but users now lack official guidance on this capability.

• Page describing Copilot integration with SharePoint rich text editor is no longer available
• Uncertainty whether the feature is deprecated or documentation was relocated

Page removed or relocated. The documentation page for creating pages with AI in SharePoint is no longer available. It is unclear whether this indicates a feature deprecation or a relocation of the documentation, but users now lack official guidance on this Copilot capability.

• Documentation for AI-powered page creation in SharePoint is missing
• Uncertainty whether the feature is deprecated or the doc was moved

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page detailing how to generate images in Word with Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page explaining how to draft and add content with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on using Copilot for content creation in Word.

• Loss of official instructions for drafting and adding content with Copilot in Word
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of a document has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Official instructions for generating document summaries with Copilot in Word are no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates a feature deprecation or a restructuring of documentation, but users now lack official guidance on Copilot capabilities in Word for mobile.

• Official documentation for Copilot in Word on mobile devices is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. The documentation page for using Copilot in PowerPoint on mobile devices has been removed. It is unclear whether this indicates a deprecation of the feature or a restructuring of documentation, but information about Copilot's mobile capabilities in PowerPoint is now missing.

• Loss of guidance on Copilot features for PowerPoint mobile users
• Uncertainty about whether the feature is deprecated or documentation is relocated

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear whether this indicates deprecation of the feature or a restructuring of documentation, but users now lack official guidance on using Copilot's chat capabilities within Outlook.

• Loss of official documentation for using Copilot's chat feature in Outlook
• Uncertainty about whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on using Copilot for data visualization in Excel.

• Official documentation for Copilot's data visualization features in Excel is no longer available
• Uncertainty remains whether the feature is deprecated or the documentation has been relocated

Page removed or relocated. Documentation for using Copilot in Excel to import data from the web and internal sources is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for importing data from web/internal sources with Copilot in Excel
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear if this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on how to begin using Copilot in Excel.

• Removal of the 'Get started with Copilot in Excel' documentation
• No clear indication if the feature is deprecated or if the content has moved

Page removed or relocated. The documentation page for using Copilot to gain data insights in Excel has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on this capability.

• Documentation for Copilot's data insights features in Excel is no longer available
• Uncertainty whether the feature is deprecated or the documentation has moved

Page removed or relocated. Documentation for Copilot in Excel rules is now missing. It is unclear if this reflects a feature deprecation or a restructuring/relocation of the content, but users lose access to guidance on how Copilot applies or uses rules in Excel.

• Copilot in Excel rules documentation no longer accessible
• Uncertainty whether feature is deprecated or content moved

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear if this indicates a deprecation of the feature or a relocation of the documentation, but users now lack direct guidance on this capability.

• Copilot in Excel (Microsoft Skills) documentation is no longer available at this URL
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. Documentation about Copilot in Excel data sources is now missing. It is unclear if this is due to deprecation, restructuring, or relocation, but users currently lose access to guidance on how Copilot interacts with Excel data sources.

• Page covering Copilot in Excel data sources is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. Documentation for using Copilot to write in the SharePoint rich text editor has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Official instructions for using Copilot in SharePoint's rich text editor are no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for generating images with Copilot in Word has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Official documentation for generating images in Word with Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. Documentation for drafting and adding content with Copilot in Word is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users lose access to official guidance on this capability.

• Page covering how to draft and add content with Copilot in Word has been removed
• No indication if the feature is deprecated or if the documentation was relocated

Page removed or relocated. The documentation page explaining how to use Copilot in Word to create a summary of your document has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Loss of instructions for generating document summaries with Copilot in Word
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on Copilot's mobile Word capabilities.

• Official documentation for Copilot in Word on mobile devices is no longer available
• Uncertainty whether this reflects feature removal or documentation restructuring

Page removed or relocated. The documentation page for using Copilot in PowerPoint on mobile devices has been removed. It is unclear whether this indicates a feature deprecation or a restructuring of documentation, but users now lack official guidance on Copilot's mobile PowerPoint capabilities.

• Official documentation for Copilot in PowerPoint on mobile devices is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear whether this indicates deprecation of the feature or a restructuring of the documentation, but information about using Copilot's chat capabilities within Outlook is now missing.

• Documentation for 'Chat with Copilot in Outlook' is no longer available
• Uncertainty whether this reflects feature removal or doc reorganization

Page removed or relocated. The FAQ page for Copilot Office Agent (Frontier) has been removed. This means users no longer have access to official answers to common questions about this capability, which could hinder understanding or troubleshooting unless the content has been relocated.

• FAQ documentation for Copilot Office Agent (Frontier) is no longer available
• Potential loss of guidance on common issues, usage, or limitations

Page removed or relocated. The documentation page explaining how to use Copilot in Excel to import data from the web and internal sources is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Loss of instructions for importing data from web/internal sources with Copilot in Excel
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. Documentation for using Copilot in Excel to import data from another Excel file is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this scenario.

• Page describing how to import data from another Excel file using Copilot in Excel has been removed
• No indication if the feature is deprecated or if the documentation was relocated

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear if this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on how to begin using Copilot in Excel.

• Removal of step-by-step instructions for starting with Copilot in Excel
• Loss of onboarding or setup information for Excel Copilot users

Page removed or relocated. The documentation page for using Copilot to gain data insights in Excel has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this Copilot capability in Excel.

• Page on 'Data insights with Copilot in Excel' is no longer available
• Uncertainty whether feature is deprecated or documentation was moved

Page removed or relocated. The documentation page detailing Copilot skills in Excel has been removed. It is unclear whether this indicates deprecation of features or a restructuring of documentation, but users now lack direct reference material for Copilot's Excel-specific capabilities.

• Loss of documentation outlining Copilot's skills in Excel
• Uncertainty whether features are deprecated or documentation is relocated

Page removed or relocated. Documentation for Copilot in Excel rules is now missing. It is unclear if this indicates deprecation of the feature or a relocation of the content, but users currently lack official guidance on this capability.

• Copilot in Excel rules documentation is no longer accessible
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. Documentation for Copilot in Excel and Power BI is now missing. It is unclear if this indicates feature deprecation or a relocation/restructure of the content, but users currently lose access to guidance on using Copilot within these products.

• Copilot in Excel and Power BI documentation no longer accessible
• Uncertainty whether this is due to deprecation or documentation restructure

Page removed or relocated. The documentation page about Copilot in Excel personalization is no longer available. It is unclear whether this means the feature is deprecated or if the content has been moved or consolidated elsewhere, but users now lack official guidance on personalizing Copilot in Excel.

• Copilot in Excel personalization documentation is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on this capability.

• Copilot in Excel (Microsoft Skills) documentation is no longer available
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. Documentation about Copilot in Excel data sources is now missing. It is unclear if this is due to deprecation, relocation, or restructuring, but users currently lose access to guidance on how Copilot interacts with Excel data sources.

• Page covering Copilot in Excel data sources is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. Documentation for using Copilot to write in the SharePoint rich text editor is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page describing Copilot integration with SharePoint's rich text editor has been removed
• No information provided on whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating pages with AI in SharePoint is no longer available. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but information about using AI to create SharePoint pages is now missing.

• Documentation for AI-powered page creation in SharePoint is no longer accessible
• Uncertainty whether this reflects feature removal or doc reorganization

Page removed or relocated. The documentation page 'Welcome to Copilot in Word' has been removed. It is unclear if this indicates a feature deprecation or a restructuring of documentation, but introductory information about Copilot in Word is now missing.

• Removal of introductory or overview content for Copilot in Word
• Potential loss of onboarding or getting started guidance

Page removed or relocated. The documentation page for using Copilot to rewrite text in Word has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but users now lack official guidance on this specific Copilot capability.

• Official instructions for rewriting text with Copilot in Word are no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for using Copilot in Word on mobile devices has been removed. It is unclear whether this indicates deprecation of the feature or a restructuring of the documentation, but information about Copilot's mobile capabilities is now missing.

• Page covering Copilot in Word on mobile devices is no longer available
• Uncertainty whether feature is deprecated or documentation was relocated

Page removed or relocated. The introductory documentation page for Copilot in PowerPoint has been removed. It is unclear if this indicates a feature deprecation or a restructuring of documentation, but users now lack an official overview or onboarding resource for Copilot in PowerPoint.

• Removal of the welcome/overview page for Copilot in PowerPoint
• Potential loss of introductory guidance for new users

Page removed or relocated. The documentation page explaining how to use Copilot in PowerPoint to summarize presentations has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Missing instructions for summarizing presentations with Copilot in PowerPoint
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed. It is unclear whether this indicates feature deprecation or simply a documentation restructure, but users now lack a centralized resource for common questions about Copilot in PowerPoint.

• FAQ content for Copilot in PowerPoint is no longer available at this URL
• Potential loss of answers to common user questions and troubleshooting guidance

Page removed or relocated. The documentation page explaining how to create a new presentation with Copilot in PowerPoint has been removed. It is unclear if this indicates a feature deprecation or a restructuring of documentation, but users now lack official guidance on this capability.

• Loss of step-by-step instructions for creating presentations with Copilot in PowerPoint
• Uncertainty about whether the feature is deprecated or the documentation was relocated

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Page covering Copilot in PowerPoint skills is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance for this specific Copilot capability.

• Step-by-step instructions for adding images with Copilot in PowerPoint are missing
• Potential loss of clarity for users seeking to use Copilot for image insertion

Page removed or relocated. The documentation page explaining how to add a slide from a file using Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to add a slide from a file with Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but guidance on this specific Copilot capability is now missing.

• Page detailing how to use Copilot in Outlook to create meeting agendas is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for 'Chat with Copilot in Outlook' has been removed. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on using Copilot's chat capabilities within Outlook.

• Page explaining how to chat with Copilot in Outlook is no longer available
• Uncertainty whether feature is deprecated or documentation was moved

Page removed or relocated. The FAQ page for the Office Agent in Copilot is no longer available. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack access to official answers to common questions about the Office Agent.

• FAQ content for Copilot Office Agent is missing
• Potential loss of guidance on usage, troubleshooting, or feature scope

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on using Copilot for data visualization in Excel.

• Page on visualizing data with Copilot in Excel is no longer available
• Uncertainty whether feature is deprecated or documentation is relocated

Page removed or relocated. Documentation for using Copilot in Excel to import data from another Excel file is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page explaining how to import data from another Excel file with Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page for getting started with Copilot in Excel has been removed. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack official guidance on how to begin using Copilot in Excel.

• Removal of introductory/getting started guidance for Copilot in Excel
• Potential gap in onboarding information for new users

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. This means users no longer have access to a centralized resource for common questions and answers about Copilot's features and usage in Excel, but it is unclear if this is due to deprecation or documentation restructuring.

• FAQ content for Copilot in Excel is no longer available at this URL
• Potential loss of guidance on common Copilot in Excel scenarios

Page removed or relocated. The documentation page for using Copilot to gain data insights in Excel has been removed. It is unclear whether this indicates deprecation of the feature or a restructuring of documentation, but users now lack official guidance on this capability.

• Page on Copilot data insights in Excel is no longer available
• Uncertainty whether feature is deprecated or documentation is relocated

Page removed or relocated. A documentation page providing tips for using Copilot in Excel has been removed. It is unclear whether this indicates deprecation of the feature, relocation, or restructuring of the documentation. Users now lack direct access to these Copilot in Excel tips.

• Removal of a page focused on Copilot in Excel tips
• Potential loss of guidance for effective Copilot use in Excel

Page removed or relocated. The documentation page for Copilot in Excel skills is no longer available. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack direct access to information about Copilot's capabilities in Excel.

• Copilot in Excel skills documentation is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. The documentation page for Copilot in Excel rules is no longer available. It is unclear if this indicates a feature deprecation or a documentation restructure, but users now lack official guidance on rules for Copilot in Excel.

• Copilot in Excel rules documentation is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. Documentation for Copilot in Excel and Power BI is now missing. It is unclear if this is due to deprecation, relocation, or restructuring, but users currently lack access to this information.

• Copilot in Excel and Power BI documentation no longer accessible
• Uncertainty whether feature is deprecated or documentation was moved

Page removed or relocated. The documentation page about Copilot in Excel personalization is no longer available. It is unclear whether this means the feature is deprecated or if the documentation has been moved or consolidated elsewhere.

• Documentation for Copilot in Excel personalization is missing
• Uncertainty about whether the feature is still supported or if the doc was relocated

Page removed or relocated. Documentation about Copilot in Excel data sources is now missing. It is unclear if this is due to deprecation, relocation, or restructuring, but users currently lack guidance on how Copilot interacts with Excel data sources.

• Page covering Copilot in Excel data sources is no longer available
• Potential loss of information on supported data sources and integration details

Page removed or relocated. The documentation page for Copilot in Excel change history is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Copilot in Excel change history documentation is missing
• Uncertainty whether feature is deprecated or documentation was moved

Page removed or relocated. The documentation page about refining SharePoint pages with AI is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but information about using AI in SharePoint for page refinement is no longer available at this location.

• Documentation for AI-powered refinement of SharePoint pages is no longer accessible
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page 'Welcome to Copilot in Word' has been removed. It is unclear if this indicates a feature deprecation or a restructuring of documentation, but introductory information about Copilot in Word is now missing from this location.

• Removal of the introductory page for Copilot in Word
• Potential loss of onboarding or overview information for new users

Page removed or relocated. The introductory documentation page for Copilot in PowerPoint has been removed. It is unclear if this reflects a deprecation, a move, or a restructuring of the documentation. Users may temporarily lose access to basic orientation or onboarding information for Copilot in PowerPoint.

• Removal of the welcome/introduction page for Copilot in PowerPoint
• Potential loss of overview or getting started guidance

Page removed or relocated. The documentation page for summarizing presentations with Copilot in PowerPoint has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Official instructions for using Copilot to summarize PowerPoint presentations are no longer available
• Uncertainty remains whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed. This means users no longer have access to a centralized resource for common questions and answers about Copilot's features and usage in PowerPoint, but it is unclear if this indicates feature deprecation or simply a documentation restructure.

• FAQ content about Copilot in PowerPoint is no longer available at this URL
• Potential loss of guidance on Copilot capabilities, limitations, and troubleshooting in PowerPoint

Page removed or relocated. The documentation page explaining how to create a new presentation with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Step-by-step instructions for creating presentations with Copilot in PowerPoint are no longer available
• Potential loss of troubleshooting or usage tips specific to this workflow

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Documentation for Copilot in PowerPoint skills is no longer available at this URL
• Uncertainty whether this is due to deprecation or reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Step-by-step instructions for adding images with Copilot in PowerPoint are missing
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The documentation page explaining how to add a slide from a file using Copilot in PowerPoint has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to add a slide from a file with Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to create a meeting agenda with Copilot in Outlook is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The FAQ page for the Office Agent (Copilot Office Frontier) is no longer available. It is unclear whether this indicates a deprecation of the feature or a relocation of the documentation, but users now lack access to official answers to common questions about this capability.

• FAQ documentation for Copilot Office Agent is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. The documentation page explaining how to use Copilot in Excel to import data from another Excel file has been removed. It is unclear whether this indicates feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Guidance on importing data from another Excel file with Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. It is unclear whether this indicates deprecation, relocation, or restructuring of the documentation, but users now lack a centralized source for common questions and answers about Copilot in Excel.

• FAQ content for Copilot in Excel is no longer available at this URL
• Potential loss of quick-reference information for users

Page removed or relocated. A documentation page providing tips for using Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but users now lack direct access to these usage tips.

• Removal of Copilot in Excel tips documentation
• Potential loss of guidance for effective Copilot use in Excel

Page removed or relocated. The documentation page for Copilot in Excel and Power BI is no longer available at this URL. It is unclear whether the content has been deprecated, relocated, or consolidated elsewhere, resulting in a temporary gap in official guidance for these Copilot integrations.

• Documentation for Copilot in Excel and Power BI is missing
• Uncertainty whether this reflects deprecation or restructuring

Page removed or relocated. The documentation page about Copilot in Excel personalization is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but information about personalizing Copilot in Excel is now missing.

• Documentation on Copilot in Excel personalization is no longer accessible
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel (Microsoft Skills) has been removed. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack direct guidance on this capability.

• Copilot in Excel (Microsoft Skills) documentation is no longer accessible
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. A documentation page about getting started with editing prompts in Copilot for Excel has been removed. It is unclear if this indicates feature deprecation or a documentation restructure, but users now lack direct guidance on this topic.

• Page on getting started with editing prompts in Copilot for Excel is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. Documentation for Copilot in Excel's change history feature is no longer available at this URL. It is unclear if the feature is deprecated or if the documentation has been moved or consolidated elsewhere.

• Copilot in Excel change history documentation is missing
• Uncertainty whether this reflects a feature removal or documentation restructuring

Page removed or relocated. The documentation page describing how to refine SharePoint pages with AI is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but information about AI capabilities in SharePoint is now missing.

• Page explaining AI-powered refinement of SharePoint pages has been removed
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page 'Welcome to Copilot in Word' has been removed. It is unclear if this indicates a deprecation of the feature or a restructuring of the documentation, but introductory or onboarding information for Copilot in Word is now missing from this location.

• Removal of introductory content for Copilot in Word
• Potential loss of onboarding or getting started guidance

Page removed or relocated. The documentation page explaining how to rewrite text with Copilot in Word has been removed. It is unclear if this indicates feature deprecation or a documentation restructure, but users now lack direct guidance on this capability.

• Page detailing how to use Copilot to rewrite text in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The introductory documentation page for Copilot in PowerPoint has been removed. It is unclear if this indicates a feature deprecation or a restructuring of the documentation, but users now lack a central overview or welcome guide for Copilot in PowerPoint.

• Removal of the welcome/overview page for Copilot in PowerPoint
• Potential loss of introductory guidance for new users

Page removed or relocated. The documentation page explaining how to use Copilot in PowerPoint to summarize presentations has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Official instructions for summarizing presentations with Copilot in PowerPoint are no longer available
• Uncertainty whether the feature is deprecated or the documentation has been relocated

Page removed or relocated. The documentation page explaining how to create a new presentation with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Step-by-step instructions for creating presentations with Copilot in PowerPoint are no longer available
• Potential loss of onboarding or usage guidance for new users

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Page covering Copilot skills in PowerPoint is no longer available
• Uncertainty whether this is due to deprecation or documentation reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance for this specific Copilot capability.

• Step-by-step instructions for adding images with Copilot in PowerPoint are missing
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page explaining how to add a slide from a file using Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Guidance for adding a slide from a file with Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to create a meeting agenda with Copilot in Outlook is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Office Agent in Copilot for Office Frontier has been removed. It is unclear whether this indicates a deprecation, relocation, or restructuring of the documentation, but users now lack direct access to frequently asked questions about this capability.

• FAQ content for Office Agent in Copilot for Office Frontier is no longer available
• Potential loss of answers to common user questions about Office Agent

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack direct guidance on using Copilot for data visualization in Excel.

• Page on visualizing data with Copilot in Excel is no longer available
• Uncertainty if feature is deprecated or documentation is relocated
• Users lose access to instructions or examples for this capability

Page removed or relocated. The documentation page explaining how to use Copilot in Excel to import data from another Excel file has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Guidance for importing data from another Excel file using Copilot is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. It is unclear whether this indicates deprecation, relocation, or restructuring of the documentation, but users now lack a dedicated FAQ resource for Copilot in Excel.

• FAQ documentation for Copilot in Excel is no longer available at this URL
• Uncertainty whether the content is deprecated or simply moved

Page removed or relocated. A documentation page containing tips for using Copilot in Excel has been removed. It is unclear whether this indicates deprecation of features, consolidation, or relocation of the content, but users now lack direct access to these tips.

• Removal of a page dedicated to Copilot in Excel tips
• Potential loss or relocation of practical guidance for Excel Copilot users

Page removed or relocated. The documentation page for Copilot in Excel skills has been removed. It is unclear if this indicates a deprecation of the feature or a relocation of the documentation, but users now lack direct access to information about Copilot's capabilities in Excel.

• Copilot in Excel skills documentation is no longer accessible
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. A documentation page about Copilot in Excel rules has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about rules for using Copilot in Excel is now missing.

• Page on Copilot in Excel rules no longer available
• Potential loss of guidance or configuration details for Copilot in Excel

Page removed or relocated. Documentation for Copilot in Excel and Power BI is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure/relocation, but users currently lose access to guidance on using Copilot with these products.

• Copilot in Excel and Power BI documentation no longer accessible
• Uncertainty whether this is due to deprecation or doc reorganization

Page removed or relocated. The documentation page about Copilot in Excel personalization is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on personalizing Copilot in Excel.

• Page on Copilot in Excel personalization removed
• No information on whether feature is deprecated or documentation is relocated

Page removed or relocated. A documentation page about getting started with editing prompts in Copilot for Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack direct guidance on this topic.

• Page on getting started with editing prompts in Copilot for Excel is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. A documentation page about Copilot in Excel data sources has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about how Copilot in Excel interacts with data sources is now missing from this location.

• Page on Copilot in Excel data sources no longer available
• Potential loss of guidance on supported data sources or integration details

Page removed or relocated. The documentation page for Copilot in Excel change history is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Copilot in Excel change history documentation is missing
• Uncertainty whether the feature is deprecated or the doc was relocated

Page removed or relocated. The documentation page describing how to refine SharePoint pages with AI is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but guidance on using AI in SharePoint is now missing.

• Page explaining AI-powered refinement of SharePoint pages is gone
• Uncertainty whether feature is deprecated or doc was moved

Page removed or relocated. The introductory documentation page for Copilot in PowerPoint is no longer available at its previous URL. It is unclear whether this indicates a deprecation, a move, or a restructuring of the documentation. Users now lack access to the welcome or overview information for Copilot in PowerPoint from this location.

• Removal of the welcome/overview page for Copilot in PowerPoint
• Potential loss of introductory guidance for new users

Page removed or relocated. The documentation page explaining how to use Copilot in PowerPoint to summarize presentations has been removed. It is unclear whether this indicates feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page detailing Copilot's summarization feature in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page explaining how to create a new presentation with Copilot in PowerPoint has been removed. It is unclear if this indicates feature deprecation or a restructuring of documentation, but users now lack direct guidance on this capability.

• Step-by-step instructions for creating presentations with Copilot in PowerPoint are no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this reflects a feature deprecation or a restructuring of the documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Page covering Copilot in PowerPoint skills is no longer available
• Uncertainty whether this is due to deprecation or documentation reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Step-by-step instructions for adding images with Copilot in PowerPoint are missing
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for adding a slide from a file with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page explaining how to add a slide from a file using Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear whether this reflects a feature deprecation or a documentation restructure, but guidance on this specific Copilot capability is now missing.

• Page detailing how to use Copilot in Outlook to create meeting agendas is no longer available
• Uncertainty whether the feature is deprecated or the documentation has been relocated

Page removed or relocated. The FAQ page for the Office Agent in Copilot is no longer available. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack access to official answers about Office Agent capabilities and usage.

• FAQ content about Office Agent in Copilot is missing
• Uncertainty whether feature is deprecated or documentation is moved

Page removed or relocated. The documentation page for importing data from the web and internal sources with Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page covering data import with Copilot in Excel is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. Documentation for using Copilot in Excel to import data from another Excel file is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users currently lack official guidance on this capability.

• Page describing how to import data from another Excel file with Copilot in Excel is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. This means users no longer have access to a centralized resource addressing common questions and issues about Copilot in Excel, which could hinder troubleshooting and understanding of the feature unless the content has been relocated.

• FAQ documentation for Copilot in Excel is no longer available at this URL
• Potential loss of answers to common user questions and troubleshooting guidance

Page removed or relocated. A documentation page providing tips for using Copilot in Excel has been removed. It is unclear whether this content has been relocated, consolidated, or deprecated, but users now lack direct access to these tips.

• Removal of a page focused on Copilot in Excel tips
• Potential loss of guidance for effective Copilot usage in Excel

Page removed or relocated. A documentation page about Copilot in Excel skills has been removed. It is unclear whether this indicates a feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in Excel is now missing from this location.

• Page detailing Copilot in Excel skills is no longer available
• Uncertainty whether this is due to deprecation or documentation reorganization

Page removed or relocated. Documentation for Copilot in Excel rules is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users no longer have access to guidance on this topic from this page.

• Copilot in Excel rules documentation is no longer available at this URL
• Uncertainty whether this is due to deprecation or relocation

Page removed or relocated. A documentation page related to getting started with editing prompts in Copilot for Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack access to this specific guidance.

• Page covering 'Copilot in Excel: Get started editing prompt' is no longer available
• Potential loss of onboarding or instructional content for editing prompts in Excel Copilot

Page removed or relocated. The documentation page for refining SharePoint pages with AI is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but information about using AI in SharePoint for page refinement is now missing.

• Page describing AI-powered refinement of SharePoint pages has been removed
• Uncertainty whether the feature is deprecated or documentation was relocated

Page removed or relocated. The introductory documentation page for Copilot in Word has been removed. It is unclear if this indicates a deprecation, a move, or a restructuring of the documentation. Users may temporarily lose access to basic onboarding or overview information for Copilot in Word.

• Removal of the welcome/introductory page for Copilot in Word
• Potential loss of onboarding or overview guidance for new users

Page removed or relocated. The documentation page explaining how to rewrite text with Copilot in Word has been removed. It is unclear if this indicates feature deprecation or a documentation restructure, but users now lack official guidance on this capability.

• Page detailing how to use Copilot to rewrite text in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page 'Welcome to Copilot in PowerPoint' has been removed. It is unclear if this reflects a deprecation of the feature or a restructuring of the documentation. Users now lack a dedicated overview or introduction to Copilot capabilities in PowerPoint.

• Removal of introductory or overview content for Copilot in PowerPoint
• Potential loss of onboarding or feature summary information

Page removed or relocated. The documentation page for summarizing presentations with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page explaining how to summarize presentations with Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was moved

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed. This means users no longer have access to a centralized source of common questions and answers about Copilot's features and usage in PowerPoint, but it is unclear if this reflects a feature deprecation or a documentation restructure.

• FAQ content for Copilot in PowerPoint is no longer available at this URL
• Potential loss of quick reference for troubleshooting and feature understanding

Page removed or relocated. The documentation page for creating a new presentation with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but guidance for this specific Copilot capability is now missing.

• Step-by-step instructions for using Copilot to create new PowerPoint presentations are no longer available
• Potential loss of user guidance for initiating presentations with Copilot

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this indicates feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Page covering Copilot skills in PowerPoint is no longer available
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance for this specific Copilot capability.

• Step-by-step instructions for adding images with Copilot in PowerPoint are missing
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for adding a slide from a file with Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page explaining how to add a slide from a file using Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to create a meeting agenda with Copilot in Outlook is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for the Office Agent in Copilot for Office Frontier has been removed. It is unclear if this reflects a deprecation, a move, or a restructuring of documentation, but users now lack direct access to frequently asked questions about this capability.

• FAQ content for Copilot Office Agent is no longer available at this URL
• Potential loss of answers to common user questions about Office Agent features

Page removed or relocated. The documentation page for importing data from another Excel file with Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Official instructions for using Copilot in Excel to import data from another Excel file are no longer available
• Uncertainty remains whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. It is unclear if the content has been relocated or if the documentation is being consolidated elsewhere, but users now lack a dedicated FAQ resource for Copilot in Excel.

• FAQ documentation for Copilot in Excel is no longer available at this URL
• Potential loss of quick answers to common user questions

Page removed or relocated. A documentation page providing tips for using Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but users now lack direct access to these usage tips.

• Removal of a page dedicated to Copilot in Excel tips
• Potential loss of guidance for effective use of Copilot in Excel

Page removed or relocated. A documentation page detailing Copilot's skills in Excel has been removed. It is unclear whether this indicates deprecation, relocation, or restructuring of the content, but users now lack direct access to this information.

• Documentation about Copilot's capabilities in Excel is no longer available at this URL
• Uncertainty remains whether the feature is deprecated or the content has moved

Page removed or relocated. Documentation for Copilot integration between Excel and Power BI is now missing. It is unclear if this reflects a feature deprecation or a restructuring of the documentation. Users lose access to guidance on how Copilot works across these two products.

• Page covering Copilot in Excel and Power BI integration is no longer available
• Uncertainty whether this is due to deprecation or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel personalization is no longer available. It is unclear whether this indicates feature deprecation or a documentation restructure, but users now lack official guidance on personalizing Copilot in Excel.

• Documentation for Copilot in Excel personalization is missing
• Uncertainty whether this is due to deprecation or restructuring

Page removed or relocated. A documentation page about getting started with Copilot in Excel, specifically related to editing prompts, has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but guidance on this aspect of Copilot in Excel is now missing.

• Page covering Copilot in Excel prompt editing is no longer available
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The documentation page for Copilot in Excel change history is no longer available. It is unclear whether this indicates deprecation of the feature or a relocation of the documentation, but users now lack official guidance on this capability.

• Copilot in Excel change history documentation is missing
• Uncertainty if feature is deprecated or documentation was moved

Page removed or relocated. The documentation page describing how to refine SharePoint pages with AI is no longer available. It is unclear whether this indicates a feature deprecation or a documentation restructure, but guidance on using AI in SharePoint is now missing.

• Page detailing AI refinement capabilities in SharePoint has been removed
• Uncertainty whether this reflects feature removal or documentation reorganization

Page removed or relocated. The documentation page about creating pages with AI in SharePoint is no longer available. It is unclear if this reflects a feature deprecation or a documentation restructure, but information about using AI to create SharePoint pages is now missing.

• Documentation for AI-powered page creation in SharePoint is no longer accessible
• Uncertainty whether this is due to feature removal or documentation reorganization

Page removed or relocated. The introductory documentation page for Copilot in Word is no longer available at this URL. It is unclear whether the content has been removed, relocated, or consolidated elsewhere, but users now lack a central overview or welcome guide for Copilot in Word.

• Loss of the main welcome/overview page for Copilot in Word
• Potential gap in introductory guidance for new users

Page removed or relocated. The documentation page explaining how to rewrite text with Copilot in Word has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on this specific Copilot capability.

• Page detailing how to use Copilot to rewrite text in Word is no longer available
• Uncertainty whether the feature is deprecated or the documentation has moved

Page removed or relocated. The introductory documentation page for Copilot in PowerPoint is no longer available at its previous URL. It is unclear whether this indicates deprecation, relocation, or restructuring of the documentation. Users may temporarily lose access to basic onboarding or overview information for Copilot in PowerPoint.

• Removal of the welcome/introductory page for Copilot in PowerPoint
• Potential loss of onboarding or overview guidance for new users

Page removed or relocated. The documentation page for summarizing presentations with Copilot in PowerPoint has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but guidance on this specific Copilot capability is now missing.

• Page detailing how to summarize presentations with Copilot in PowerPoint is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in PowerPoint has been removed. It is unclear whether this indicates a deprecation, a move, or a consolidation of documentation, but users now lack a centralized resource for common questions about Copilot in PowerPoint.

• FAQ content for Copilot in PowerPoint is no longer available at this URL
• Potential loss of answers to common user questions and troubleshooting guidance

Page removed or relocated. The documentation page explaining how to create a new presentation with Copilot in PowerPoint has been removed. It is unclear if this indicates a feature deprecation or a restructuring of documentation, but users now lack direct guidance on this capability.

• Step-by-step instructions for creating presentations with Copilot in PowerPoint are no longer available
• Potential loss of onboarding or usage guidance for new Copilot users in PowerPoint

Page removed or relocated. A documentation page about Copilot in PowerPoint skills has been removed. It is unclear if this reflects a feature deprecation or a restructuring of documentation, but information about Copilot's capabilities in PowerPoint is now missing from this location.

• Documentation for Copilot in PowerPoint skills is no longer available at this URL
• Uncertainty whether this is due to deprecation or reorganization

Page removed or relocated. The documentation page explaining how to add an image to a PowerPoint presentation using Copilot is no longer available. It is unclear whether this reflects a feature deprecation or a documentation restructure, but users now lack official guidance for this specific Copilot capability.

• Page detailing Copilot-assisted image insertion in PowerPoint is missing
• Uncertainty whether the feature is deprecated or documentation was moved

Page removed or relocated. The documentation page explaining how to add a slide from a file using Copilot in PowerPoint has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack official guidance on this specific Copilot capability.

• Missing instructions for adding a slide from a file with Copilot in PowerPoint
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for creating a meeting agenda with Copilot in Outlook has been removed. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but guidance on this specific Copilot capability is now missing.

• Page detailing how to use Copilot in Outlook to create meeting agendas is no longer available
• Uncertainty whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The documentation page for visualizing data with Copilot in Excel is no longer available. It is unclear whether this indicates feature deprecation or a restructuring of documentation, but users now lack official guidance on using Copilot for data visualization in Excel.

• Page covering Copilot's data visualization capabilities in Excel has been removed
• No information provided on whether the feature is deprecated or the documentation was relocated

Page removed or relocated. The FAQ page for Copilot in Excel has been removed. This means users no longer have access to a centralized set of frequently asked questions and answers about Copilot's capabilities and usage in Excel, which could hinder quick self-service support.

• FAQ content for Copilot in Excel is no longer available at this URL
• Users may lose access to troubleshooting tips and common usage guidance

Page removed or relocated. A page providing tips for using Copilot in Excel has been removed. It is unclear if this reflects a feature deprecation or a documentation restructure, but users now lack direct access to these usage tips.

• Removal of Copilot in Excel tips documentation
• Potential loss of guidance for effective Copilot use in Excel

Page removed or relocated. A documentation page related to getting started with editing prompts in Copilot for Excel is now missing. It is unclear if this reflects a feature deprecation or a documentation restructure, but users may temporarily lose guidance on this specific workflow.

• Page covering 'getting started with editing prompts' in Copilot for Excel is no longer available
• Uncertainty whether this is due to deprecation or documentation reorganization

Page removed or relocated. The documentation page about refining SharePoint pages with AI is no longer available. It is unclear whether this reflects a feature deprecation or a restructuring/relocation of the documentation, but information about using AI in SharePoint page refinement is now missing.

• Documentation for AI-powered refinement of SharePoint pages is no longer accessible
• Uncertainty whether the feature is deprecated or the content has been moved