[{"author":"alvinashcraft","date":"2026-10-05T15:07:47+00:00","message":"Merge remote-tracking branch 'upstream/main' into alvinashcraft/main-grok-47-release","sha":"5c051270c889d9a564421d904a925ccc62c7a2e8","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/5c051270c889d9a564421d904a925ccc62c7a2e8"},{"author":"alvinashcraft","date":"2026-10-05T14:43:32+00:00","message":"Updates from reviews","sha":"0378dd85ff3808a7ba96bc948bd6d4c386127d85","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/0378dd85ff3808a7ba96bc948bd6d4c386127d85"},{"author":"yulin-li","date":"2026-10-05T07:09:23+00:00","message":"Clarify Voice Live quickstart title and move classic to Deprecated (#14728)\n\n* docs: clarify Voice Live quickstart and archive classic navigation\n\nRename the quickstart to Voice Live with Foundry Agent Service, align title references, and move the classic integration under Deprecated without changing URLs.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: address Voice Live AI wording suggestions\n\nUse by using for SDK descriptions and present tense for the C# introduction.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Yulin Li \nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>","sha":"944efa54ca04923495af91f26205bd3f5999599a","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/944efa54ca04923495af91f26205bd3f5999599a"},{"author":"alvinashcraft","date":"2026-10-02T14:47:14+00:00","message":"Updates for grok 4.7 model release","sha":"08a549713a05f27411addfbdda0aad84fe11dafd","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/08a549713a05f27411addfbdda0aad84fe11dafd"},{"author":"alvinashcraft","date":"2026-09-29T15:07:46+00:00","message":"Merge remote-tracking branch 'upstream/main' into alvinashcraft/main-aoai-release-0929","sha":"21d889754ac866f9e5e186c086ceeb08f13143e6","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/21d889754ac866f9e5e186c086ceeb08f13143e6"},{"author":"alvinashcraft","date":"2026-09-28T22:30:42+00:00","message":"Change table order for models","sha":"40f16dd5d93d12efaf773ed809bd963089abc9fc","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/40f16dd5d93d12efaf773ed809bd963089abc9fc"},{"author":"ositanachi","date":"2026-09-28T21:43:17+00:00","message":"Clarify managed compute Hugging Face guidance (#14641)\n\n* docs: clarify managed compute Hugging Face guidance\n\n* Update articles/foundry/how-to/deploy-models-managed.md\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* docs: update Hugging Face guidance attribution\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>","sha":"f268325d8e8789c53b4ae7236000e536158a7554","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/f268325d8e8789c53b4ae7236000e536158a7554"},{"author":"alvinashcraft","date":"2026-09-28T20:40:07+00:00","message":"Update model name for 0929","sha":"59a2f42d6059eedf2be0906d8f4d91ec3aa3a4a0","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/59a2f42d6059eedf2be0906d8f4d91ec3aa3a4a0"},{"author":"alvinashcraft","date":"2026-09-25T18:55:30+00:00","message":"Updates for 20260929 model release","sha":"3bfa9f3fa4ece24a53ee5760b2e643a00fbed172","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/3bfa9f3fa4ece24a53ee5760b2e643a00fbed172"},{"author":"posaninagendra","date":"2026-09-25T02:44:49+00:00","message":"Update VNET docs for observability (#14388)\n\n* Update VNET docs\n\n* updated\n\n* updated\n\n* updated\n\n* updated","sha":"5fbf7265dae53310f0fdda860930c52492c0f2e9","url":"https://github.com/MicrosoftDocs/azure-ai-docs/commit/5fbf7265dae53310f0fdda860930c52492c0f2e9"},{"author":"PatrickFarley","date":"2026-09-24T04:51:43+00:00","message":"Release preview voice agent (#13844)\n\n* block out changes\n\n* overview P0 voice agent drafts\n\n* voice agent quickstart stub and links\n\n* rm word wrap\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Add azd prompt voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* add voice agent mentions\n\n* voice agent mention\n\n* toc split and stub articles\n\n* Document advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address prompt voice authoring feedback\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify prompt voice preview prerequisites\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Defer prompt voice extension version requirement\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs(agents): add voice-first agent guidance\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 9acf4d1e-e442-4cbd-901c-7a2837083107\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* H2 changes\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* fix word wrap\n\n* add tentative limits and other aux content\n\n* change tentative note\n\n* Document voice agent integrations\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Exclude Voice Live hosted agent changes\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Fill in voice-first agent P0 articles\n\nReplaces the placeholder voice-first agent articles with content grounded\nin the public voice-agents TypeSpec and the maintained Foundry SDK samples.\n\n- Configure a voice agent: model type, instructions, greeting and structured\n inputs, input/output audio, turn detection, transcription, tools, interim\n responses, and conversation persistence.\n- Optimize voice agent instructions: five-section instruction structure,\n writing for speech, tool descriptions, and validation.\n- Best practices: latency, turn-taking, tool design, interruption handling,\n privacy, and production readiness.\n- Tracing, monitoring, and evaluation: trace structure, latency and\n interruption attributes, content-capture opt-in, stored conversation\n routes, and transcript-based evaluation.\n- Pricing: cost drivers, managed vs self-deployed billing, and cost\n reduction guidance.\n- Teams phone: renamed to a task-based title and documented the Teams Phone\n extensibility call path, telephony bindings, Event Grid setup, and\n transfer targets.\n- Quickstart: replaced placeholder code with runnable Python samples for\n creating an agent, completing a turn, and reading the conversation back.\n\nTelephony and WebRTC routes aren't in the public spec yet, so that content\nis marked preview and unverified details are flagged with [TO VERIFY].\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Scope observability article to a summary with links\n\nThe doc plan asks for \"Tracing, monitoring and evaluation (summary and\nlinks to articles under 'observability')\". The previous version was a\nstandalone deep dive that duplicated the observability articles.\n\n- Rewrite as a summary that points to the existing observability articles\n for tracing setup, sensitive content, monitoring, and evaluation.\n- Keep only the voice-specific parts: what voice turns add to a trace, and\n conversation storage, which isn't covered elsewhere.\n- Revert the TOC regrouping that wasn't part of the plan. The only TOC\n change is the Teams phone entry name matching its retitled article.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* combine like drafts\n\n* combine overviews\n\n* combine quickstarts\n\n* move + rename channel-publish article\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* writer edits\n\n* use platform zone pivots\n\n* writer edits / fleshing out\n\n* writer edits\n\n* use zone pivots in tele how-to\n\n* Review agent fixes\n\n* Remove unsupported Speech CLI option from voice agent quickstart\n\nRemove the unused speech-cli pivot from voice-agent-quickstart-tools. Keep the Foundry portal, Python SDK, and Azure Developer CLI paths unchanged.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Require Azure AI Projects SDK 2.7.0 in the voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Preserve existing quickstart end-of-file spacing\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document both Python voice agent creation methods\n\nAdd natural-language generation alongside explicit definitions, preserve generated configuration with storage enabled, and align the shared realtime example with SDK model names and greeting handling.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Adjust voice quickstart model selection defaults\n\nLet generation select its model and default the explicit-definition example to gpt-realtime-2.1.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document session-start greeting configuration\n\nShow template and model-generated greetings, use current SDK greeting classes, and explain disabling greetings and receiving the initial response.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Refresh voice agent configuration Python examples for SDK 2.7\n\nUse current audio, transcription, and tool models; serialize interim latency as a timedelta; keep shared configuration objects coherent; and include authenticated preview-enabled client setup for saving versions.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Align voice agent telephony REST examples with the current contract\n\nUse provider-specific bindings, returned incoming-call URLs, ETag-protected updates and deletion, agent-level transfer targets, and separate call transfer/end operations. Include authenticated Event Grid delivery while preserving supported phone transfers and SDK installation guidance.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document hosted agent voice conversation engine\n\n* Add Python client for voice agent conversations\n\n* Improve voice subagent documentation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Add greeting to hosted agent voice example\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* pr fixes\n\n* Revert \"Merge branch 'speech-voice-agent' of https://github.com/PatrickFarley/azure-ai-docs-pr into speech-voice-agent\"\n\nThis reverts commit 0783784105b36a4342645bfc853617ebfd9b4605, reversing\nchanges made to 96cee51b6120e6ffa2939990ed65f72d2d868bc7.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* overview P0 voice agent drafts (#14051)\n\n* overview P0 voice agent drafts\n\n* voice agent quickstart stub and links\n\n* rm word wrap\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Add azd prompt voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* add voice agent mentions\n\n* voice agent mention\n\n* toc split and stub articles\n\n* Document advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address prompt voice authoring feedback\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify prompt voice preview prerequisites\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Defer prompt voice extension version requirement\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs(agents): add voice-first agent guidance\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 9acf4d1e-e442-4cbd-901c-7a2837083107\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* H2 changes\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* fix word wrap\n\n* add tentative limits and other aux content\n\n* change tentative note\n\n* Document voice agent integrations\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Exclude Voice Live hosted agent changes\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Fill in voice-first agent P0 articles\n\nReplaces the placeholder voice-first agent articles with content grounded\nin the public voice-agents TypeSpec and the maintained Foundry SDK samples.\n\n- Configure a voice agent: model type, instructions, greeting and structured\n inputs, input/output audio, turn detection, transcription, tools, interim\n responses, and conversation persistence.\n- Optimize voice agent instructions: five-section instruction structure,\n writing for speech, tool descriptions, and validation.\n- Best practices: latency, turn-taking, tool design, interruption handling,\n privacy, and production readiness.\n- Tracing, monitoring, and evaluation: trace structure, latency and\n interruption attributes, content-capture opt-in, stored conversation\n routes, and transcript-based evaluation.\n- Pricing: cost drivers, managed vs self-deployed billing, and cost\n reduction guidance.\n- Teams phone: renamed to a task-based title and documented the Teams Phone\n extensibility call path, telephony bindings, Event Grid setup, and\n transfer targets.\n- Quickstart: replaced placeholder code with runnable Python samples for\n creating an agent, completing a turn, and reading the conversation back.\n\nTelephony and WebRTC routes aren't in the public spec yet, so that content\nis marked preview and unverified details are flagged with [TO VERIFY].\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Scope observability article to a summary with links\n\nThe doc plan asks for \"Tracing, monitoring and evaluation (summary and\nlinks to articles under 'observability')\". The previous version was a\nstandalone deep dive that duplicated the observability articles.\n\n- Rewrite as a summary that points to the existing observability articles\n for tracing setup, sensitive content, monitoring, and evaluation.\n- Keep only the voice-specific parts: what voice turns add to a trace, and\n conversation storage, which isn't covered elsewhere.\n- Revert the TOC regrouping that wasn't part of the plan. The only TOC\n change is the Teams phone entry name matching its retitled article.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* combine like drafts\n\n* combine overviews\n\n* combine quickstarts\n\n* move + rename channel-publish article\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* writer edits\n\n* use platform zone pivots\n\n* writer edits / fleshing out\n\n* writer edits\n\n* use zone pivots in tele how-to\n\n* Review agent fixes\n\n* Remove unsupported Speech CLI option from voice agent quickstart\n\nRemove the unused speech-cli pivot from voice-agent-quickstart-tools. Keep the Foundry portal, Python SDK, and Azure Developer CLI paths unchanged.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Require Azure AI Projects SDK 2.7.0 in the voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Preserve existing quickstart end-of-file spacing\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document both Python voice agent creation methods\n\nAdd natural-language generation alongside explicit definitions, preserve generated configuration with storage enabled, and align the shared realtime example with SDK model names and greeting handling.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Adjust voice quickstart model selection defaults\n\nLet generation select its model and default the explicit-definition example to gpt-realtime-2.1.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document session-start greeting configuration\n\nShow template and model-generated greetings, use current SDK greeting classes, and explain disabling greetings and receiving the initial response.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Refresh voice agent configuration Python examples for SDK 2.7\n\nUse current audio, transcription, and tool models; serialize interim latency as a timedelta; keep shared configuration objects coherent; and include authenticated preview-enabled client setup for saving versions.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Align voice agent telephony REST examples with the current contract\n\nUse provider-specific bindings, returned incoming-call URLs, ETag-protected updates and deletion, agent-level transfer targets, and separate call transfer/end operations. Include authenticated Event Grid delivery while preserving supported phone transfers and SDK installation guidance.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Improve voice subagent documentation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* GA of Automate agents with routines\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* pr fixes\n\n* Revert \"Merge branch 'speech-voice-agent' of https://github.com/PatrickFarley/azure-ai-docs-pr into speech-voice-agent\"\n\nThis reverts commit 0783784105b36a4342645bfc853617ebfd9b4605, reversing\nchanges made to 96cee51b6120e6ffa2939990ed65f72d2d868bc7.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n---------\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCo-authored-by: Junjie Li \nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Varsha Saha \nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: Jian Miao \nCo-authored-by: Jian Miao <1238408+unbuilt@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\nCo-authored-by: Yulin Li \nCo-authored-by: sdgilley <3650506+sdgilley@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\nCo-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com>\nCopilot-Session: 9acf4d1e-e442-4cbd-901c-7a2837083107\n\n* rename and writer edits\n\n* add to toc\n\n* Document voice agent observability and simulation (#14364)\n\nCo-authored-by: Shivank Goel \n\n* fix(agents): remove unsupported voice instruction option (#14341)\n\n* fix(agents): remove unsupported voice instruction option\n\nRemove portal guidance for the unsupported industry use-case instruction optimizer and direct users to enter instructions in the playground.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 6fbcf4e9-4e65-4cc2-a5e2-da8b1043735b\n\n* Update prompt-voice-agent.md\n\n---------\n\nCo-authored-by: Varsha Saha \nCo-authored-by: Samantha Salgado <96396805+ssalgadodev@users.noreply.github.com>\nCopilot-Session: 6fbcf4e9-4e65-4cc2-a5e2-da8b1043735b\n\n* docs: document update for azd prompt and hosted voice agent public preview (#14439)\n\n* docs: clarify verified azd voice agent CLI behavior\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: document azd voice agent public preview features\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: align voice agent guidance with azd implementation\n\nCorrect the interactive voice menu path and clarify BYOM initialization and distinct hosted target names.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: address voice agent authoring feedback\n\nRemove the positional above reference from the prompt voice quickstart.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: fix voice client storage and telephony cleanup guidance\n\nAdapt the SDK client for store:false without requiring a persisted conversation ID, and document ETag-conditional cleanup with the azd preview telephony route.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify voice agent availability, limits, and retention\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Capitalize Class A in regional support guidance\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Refresh voice agent samples for the latest Python SDK\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs: remove forced prose wrapping in azd voice guidance\n\nJoin prose paragraphs introduced by #14439 without changing wording or non-prose content.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Add note for subagent not support vnet\n\n* Add VNet limitation note\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix Python voice quickstart sample link and transcript order\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update articles/foundry/agents/quickstarts/prompt-voice-agent.md\n\nCo-authored-by: learn-build-service-prod-07[bot] <274430390+learn-build-service-prod-07[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* rm tbds\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* add voice option in \"choose what to build\"\n\n* change table link\n\n* add voice-agent row\n\n* rm comment blocks\n\n* feature rename\n\n* add channels doc to toc; remove duplicate toc entry\n\n* rename toc\n\n* move toc entry\n\n* js qs initial commit\n\n* align js qs with sample code\n\n* update portal instructions\n\n* add js to configure how-to\n\n* fix(agents): update voice telephony channel guidance (#14466)\n\n* fix(agents): update voice telephony guidance\n\nRemove the unsupported ACS-purchased-number path, document the current Teams Phone Extensibility setup, and add the Twilio connection and number-binding flow.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* docs(agents): align telephony guide with gated UI\n\nClarify provider-specific prerequisites, management behavior, test evidence, and the Teams-only call preview based on the voice_agent_bundle channel implementation.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* docs(agents): frame telephony as channel integration\n\nRename the provider-neutral article and update its title, terminology, TOC entry, and inbound links to cover both Microsoft Teams Phone and Twilio channel integrations.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* fix: redirect renamed voice telephony article\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: e5b40796-072b-4f9d-a9d4-bdb8397e6365\n\n---------\n\nCo-authored-by: Varsha Saha \nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Patrick Farley \nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCopilot-Session: e5b40796-072b-4f9d-a9d4-bdb8397e6365\n\n* use zone pivots\n\n* clarify sdk\n\n* fix link\n\n* add toc link\n\n* Speech voice agent updates (#14540)\n\n* overview P0 voice agent drafts\n\n* voice agent quickstart stub and links\n\n* rm word wrap\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Add azd prompt voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* add voice agent mentions\n\n* voice agent mention\n\n* toc split and stub articles\n\n* Document advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address prompt voice authoring feedback\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify prompt voice preview prerequisites\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Defer prompt voice extension version requirement\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify advanced prompt voice settings\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* docs(agents): add voice-first agent guidance\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 9acf4d1e-e442-4cbd-901c-7a2837083107\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* H2 changes\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* fix word wrap\n\n* add tentative limits and other aux content\n\n* change tentative note\n\n* Document voice agent integrations\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Exclude Voice Live hosted agent changes\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/use-subagent-voice-first-agent.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Fill in voice-first agent P0 articles\n\nReplaces the placeholder voice-first agent articles with content grounded\nin the public voice-agents TypeSpec and the maintained Foundry SDK samples.\n\n- Configure a voice agent: model type, instructions, greeting and structured\n inputs, input/output audio, turn detection, transcription, tools, interim\n responses, and conversation persistence.\n- Optimize voice agent instructions: five-section instruction structure,\n writing for speech, tool descriptions, and validation.\n- Best practices: latency, turn-taking, tool design, interruption handling,\n privacy, and production readiness.\n- Tracing, monitoring, and evaluation: trace structure, latency and\n interruption attributes, content-capture opt-in, stored conversation\n routes, and transcript-based evaluation.\n- Pricing: cost drivers, managed vs self-deployed billing, and cost\n reduction guidance.\n- Teams phone: renamed to a task-based title and documented the Teams Phone\n extensibility call path, telephony bindings, Event Grid setup, and\n transfer targets.\n- Quickstart: replaced placeholder code with runnable Python samples for\n creating an agent, completing a turn, and reading the conversation back.\n\nTelephony and WebRTC routes aren't in the public spec yet, so that content\nis marked preview and unverified details are flagged with [TO VERIFY].\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Scope observability article to a summary with links\n\nThe doc plan asks for \"Tracing, monitoring and evaluation (summary and\nlinks to articles under 'observability')\". The previous version was a\nstandalone deep dive that duplicated the observability articles.\n\n- Rewrite as a summary that points to the existing observability articles\n for tracing setup, sensitive content, monitoring, and evaluation.\n- Keep only the voice-specific parts: what voice turns add to a trace, and\n conversation storage, which isn't covered elsewhere.\n- Revert the TOC regrouping that wasn't part of the plan. The only TOC\n change is the Teams phone entry name matching its retitled article.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* combine like drafts\n\n* combine overviews\n\n* combine quickstarts\n\n* move + rename channel-publish article\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* writer edits\n\n* use platform zone pivots\n\n* writer edits / fleshing out\n\n* writer edits\n\n* use zone pivots in tele how-to\n\n* Review agent fixes\n\n* Remove unsupported Speech CLI option from voice agent quickstart\n\nRemove the unused speech-cli pivot from voice-agent-quickstart-tools. Keep the Foundry portal, Python SDK, and Azure Developer CLI paths unchanged.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Require Azure AI Projects SDK 2.7.0 in the voice agent quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Preserve existing quickstart end-of-file spacing\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document both Python voice agent creation methods\n\nAdd natural-language generation alongside explicit definitions, preserve generated configuration with storage enabled, and align the shared realtime example with SDK model names and greeting handling.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Adjust voice quickstart model selection defaults\n\nLet generation select its model and default the explicit-definition example to gpt-realtime-2.1.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document session-start greeting configuration\n\nShow template and model-generated greetings, use current SDK greeting classes, and explain disabling greetings and receiving the initial response.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Refresh voice agent configuration Python examples for SDK 2.7\n\nUse current audio, transcription, and tool models; serialize interim latency as a timedelta; keep shared configuration objects coherent; and include authenticated preview-enabled client setup for saving versions.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Align voice agent telephony REST examples with the current contract\n\nUse provider-specific bindings, returned incoming-call URLs, ETag-protected updates and deletion, agent-level transfer targets, and separate call transfer/end operations. Include authenticated Event Grid delivery while preserving supported phone transfers and SDK installation guidance.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document hosted agent voice conversation engine\n\n* Add Python client for voice agent conversations\n\n* Improve voice subagent documentation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Add greeting to hosted agent voice example\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* pr fixes\n\n* Revert \"Merge branch 'speech-voice-agent' of https://github.com/PatrickFarley/azure-ai-docs-pr into speech-voice-agent\"\n\nThis reverts commit 0783784105b36a4342645bfc853617ebfd9b4605, reversing\nchanges made to 96cee51b6120e6ffa2939990ed65f72d2d868bc7.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-02[bot]\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* rename and writer edits\n\n* add to toc\n\n* rm tbds\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* add voice option in \"choose what to build\"\n\n* change table link\n\n* add voice-agent row\n\n* rm comment blocks\n\n* feature rename\n\n* add channels doc to toc; remove duplicate toc entry\n\n* rename toc\n\n* move toc entry\n\n* js qs initial commit\n\n* align js qs with sample code\n\n* update portal instructions\n\n* add js to configure how-to\n\n* use zone pivots\n\n* clarify sdk\n\n* fix link\n\n* add toc link\n\n---------\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCo-authored-by: Junjie Li \nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Varsha Saha \nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: Jian Miao \nCo-authored-by: Jian Miao <1238408+unbuilt@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\nCo-authored-by: Yulin Li \nCo-authored-by: wujin <19744544+knitvoger@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCopilot-Session: 9acf4d1e-e442-4cbd-901c-7a2837083107\n\n* [dirty pr] Speech voice agent (#14574)\n\n* fix issue\n\n* docs(voice-live): add models and verified pricing tiers\n\nAdd preview GPT Realtime 2.1 variants and GPT-5.6 Luna availability.\nDocument verified model pricing tiers and align the pricing summary.\nLink the evaluation guide to the complete supported-model list.\n\nAuthored-by: GitHub Copilot for VS Code 0.65.0\nModel: GitHub Copilot (model ID unavailable)\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Document recent Python framework updates\n\n* Address authoring feedback\n\n* Apply remaining authoring suggestions\n\n* Revise retirement date for gpt-4.1-nano (#824)\n\nUpdated the retirement date for gpt-4.1-nano from 2027-04-14 to 2026-10-14.\n\n* Fix retirement date for gpt-image-1.5 (#833)\n\nUpdated the retirement date for gpt-image-1.5 from 2027-06-16 to 2026-12-16, to align with OpenAI's retirement schedule https://developers.openai.com/api/docs/deprecations#2026-06-02-gpt-image-model-deprecations and our own retirement date, shown in Foundry's model tile.\n\n* Cohere-command-a-plus-05-2026 retirement details\n\nAdded information about replacement models: Hugging Face versions for Cohere-command-a-plus-05-2026.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Mope Akande <17515964+msakande@users.noreply.github.com>\n\n* Apply suggestion from @msakande\n\n* Apply suggestion from @msakande\n\n* RBAC requirements for Usages API\n\n* Update articles/foundry/concepts/rbac-foundry.md\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* delete duplicate section\n\n* Update migrate-to-sdk-1-48-2.md\n\n* Update articles/ai-services/speech-service/migrate-to-sdk-1-48-2.md\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Update personal voice docs for Foundry UX (#14284)\n\n* Update personal voice docs for Foundry UX\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Refine personal voice Foundry guidance\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address PR review comments\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Align Personal Voice docs with Foundry portal UX\n\nPreserve classic workflows in tabs and add validated creation, playground, and integration guidance with contextual screenshots.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address PR review comments\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Keep Personal Voice portal and REST paths separate\n\nScope introductions and identifiers to their workflows, and preserve portal and REST selections in continuation links.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address PR review comments\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Align Personal Voice setup entry with Professional Voice\n\nUse the validated Discover entry as the primary path and retain the Build shortcut in a tip.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Add Personal Voice workflow screenshots and align alternative entry\n\nAdd contextual setup, consent, and review screenshots with the approved Personal voice display label. Align the Build shortcut with Customizations > Create.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Fix Personal Voice prerequisites, consent guidance, and links\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Remove forced prose wrapping throughout Personal Voice docs\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Clarify Work IQ network routing\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update anchor link\n\n* Correct the model router policy documentation note by covering both provider and asset id as enabling information.\n\n* Apply suggestion from @learn-build-service-prod-01[bot]\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Remove webiq and shell temporarily, redirect (#14452)\n\nCo-authored-by: mattwoj_microsoft <115856590+mattwoj_microsoft@users.noreply.github.com>\n\n* Refresh Foundry Toolkit agent and workflow documentation (#14332)\n\n* Refresh Foundry Toolkit agent and workflow documentation\n\nAdd agent creation and full prompt-agent lifecycle guides, move and refresh the hosted and declarative workflow articles, and update navigation, redirects, links, and screenshots.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address Foundry Toolkit documentation review feedback\n\nApply authoring suggestions without duplicating reflowed paragraphs, fix the release-notes link, and expand the A2A screenshot filename.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Reconcile hosted workflow guide with VS Code documentation refresh\n\nAlign the shared lifecycle with microsoft/vscode-docs#10270 while retaining Python and C# workflow samples. Clarify scaffold setup, source and container packaging, runtime configuration, remote testing, version routing, and API access.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Rename hosted agent article title and navigation labels\n\nRemove workflows from the page title and matching labels without changing the URL or workflow instructions.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Reconcile hosted agent guidance with refreshed VS Code screenshots\n\nAdd eight reviewed screenshots from microsoft/vscode-docs#10270 at 73d7650161331565064ac804de073045969eea84. Align sample-gallery and remote-playground navigation, add supporting references, and label illustrative sample and runtime differences while preserving Python/C# workflow guidance.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Remove links to deferred Agent Inspector documentation\n\nKeep Agent Inspector usage guidance as plain text until the article is added to this doc set.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Address hosted agent screenshot caption review comments\n\nClarify the four forward references to screenshots without changing the examples or restoring deferred documentation links.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Match screenshot redactions to their background colors\n\nAddress Bob review feedback by replacing seven black blocks across four hosted-agent screenshots with the sampled field or panel background. Keep redacted text hidden and preserve all pixels outside the redaction bounds.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Document Python vector providers and parser errors\n\n* Fix URLs for gpt-live\n\n* Fix method call to GetOutputText in SDK overview\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Fix bugs in MAI image docs\n\n* Fix hosted agent protocol guidance\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Refresh Azure Machine Learning guidance\n\nCorrect pipeline samples and damaged registration content, update Automated ML deployment guidance, fix prompt flow JSON, and verify current inference images.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Apply fact-check corrections to Azure ML freshness edits\n\n- Restore a correct SDK v2 custom output-path example using Output(path=custom_path)\n- Make pipeline output download snippets self-contained (define job_name, download_path, output_port_name)\n- Replace SDK v1 supportedmodels API link with current supported-algorithms guidance\n- Fix prompt flow input references from ${input.} to ${inputs.}\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* update parameters table with required/optional column\n\n* Add guidance for execution environment\n\n* Tweak wording\n\n* Tweak wording\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Refine Work IQ boundary guidance\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update work-iq.md\n\n* Apply suggestion from @learn-build-service-prod-05[bot]\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* [BULK PR] Apply new preview terms approach across Azure AI Search docs (#13953)\n\n* Replace banners\n\n* Fix TOC\n\n* Adjust (preview) labels and preview framing\n\n* Adjust (preview) labels and preview framing\n\n* Adjust (preview) labels and preview framing\n\n* Restore MCP banners\n\n* Adjust (preview) labels and preview framing\n\n* Convert important boxes to warnings\n\n* Reposition warnings\n\n* Add ai-usage: ai-assisted to metadata\n\n* Tweak wording\n\n* Tweak wording\n\n* Applying CELA feedback from SW review\n\n* Added preview terms link\n\n* Clarify Serverless pricing model is in preview\n\nUpdate the Serverless pricing model description to indicate it is in preview.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Hailey Tapia <170486701+haileytap@users.noreply.github.com>\n\n* Apply suggestion from @haileytap\n\n* Apply suggestion from @haileytap\n\n* Apply suggestion from @haileytap\n\n---------\n\nCo-authored-by: Matt Wojciakowski \n\n* Agent Insights (#14287)\n\n* Agent Insights\n\n* fixes\n\n* fixes\n\n* fixes\n\n* fixes\n\n* Update Agent Insights docs with focused SDK examples\n\nAlign examples with the current SDK samples, remove test and cleanup boilerplate, and document setup and monitor lifecycle behavior.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* fixes\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Align Agent Insights docs with SDK 2.6.1 release\n\nUpdate the minimum package version, remove the release warning, and link to the current SDK samples while retaining focused snippets.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: cce8de48-11ca-41e5-bd18-674e3ca79b6b\n\n* fix headings\n\n* fixes\n\n* fixes\n\n---------\n\nCo-authored-by: Sean Gayler \nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCopilot-Session: cce8de48-11ca-41e5-bd18-674e3ca79b6b\n\n* Update date and add model support details\n\nUpdated the date for the provenance disclosure article and added information about models supporting invisible watermarking for text output.\n\n* Remove out-of-place alert box\n\n* Update work-iq.md\n\n* Tweak wording\n\n* Initial plan\n\n* Fix background responses C# snippets\n\nCo-authored-by: sdgilley <3650506+sdgilley@users.noreply.github.com>\n\n* include access policy mode permission guidance for CMK\n\n* hosted agents cmk\n\n* Initial plan\n\n* Fix TypeScript snippet awaits\n\nCo-authored-by: sdgilley <3650506+sdgilley@users.noreply.github.com>\n\n* Document recent Python framework updates\n\n* Fix Agent Skills validation grammar\n\n* .NET: Clarify declarative workflow response events (#838)\n\n* docs: link compaction to context provider guidance (#828)\n\nCo-authored-by: shijian0-eng <182073506+shijian0-eng@users.noreply.github.com>\n\n* Clarify CompactionProvider and IChatReducer usage (#832)\n\n* Clarify CompactionProvider and IChatReducer usage\n\nExplain the lifecycle differences, reducer trigger events, and adapters between CompactionStrategy and IChatReducer.\n\n* Apply review suggestion for compaction guidance\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Clarify Microsoft.Extensions.AI reducer reference\n\n* Use action-oriented heading for compaction adapters\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Initial plan\n\n* Fix SDK overview validation errors\n\nCo-authored-by: sdgilley <3650506+sdgilley@users.noreply.github.com>\n\n* Update retirement date for gpt-4.1-nano model\n\n* Confirm merge from repo_sync_working_branch to main to sync with https://github.com/MicrosoftDocs/azure-ai-docs (branch main) (#14457)\n\n* .NET: Clarify declarative workflow response events (#838)\n\n* docs: link compaction to context provider guidance (#828)\n\nCo-authored-by: shijian0-eng <182073506+shijian0-eng@users.noreply.github.com>\n\n* Clarify CompactionProvider and IChatReducer usage (#832)\n\n* Clarify CompactionProvider and IChatReducer usage\n\nExplain the lifecycle differences, reducer trigger events, and adapters between CompactionStrategy and IChatReducer.\n\n* Apply review suggestion for compaction guidance\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Clarify Microsoft.Extensions.AI reducer reference\n\n* Use action-oriented heading for compaction adapters\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: learn-build-service-prod[bot] <113403604+learn-build-service-prod[bot]@users.noreply.github.com>\nCo-authored-by: Manjunath Janardhan <35326118+manjunathshiva@users.noreply.github.com>\nCo-authored-by: shijian0-eng <2503236780@qq.com>\nCo-authored-by: shijian0-eng <182073506+shijian0-eng@users.noreply.github.com>\nCo-authored-by: hodaUsama \nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Document private networking support for skills\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update date fields to reflect the latest publication date and improve clarity in prerequisites section\n\n* Update hosted agent protocol version\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update concepts-model-retirement-schedule-content.md\n\n* Apply suggestion from @ssalgadodev\n\n* Use Foundry Dev Pack in hosted agent quickstart prerequisites\n\n* Add Content Understanding Studio walkthrough to agentic mode quickstart (#14444)\n\n* Add Studio walkthrough to agentic mode quickstart\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Inline Studio prerequisites and refine agentic screenshots\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Add contract sample and importable schema to agentic quickstart\n\nPreserve the user's prerequisite and walkthrough edits while adding the sample download, schema import steps, and an exact-file publishing resource entry.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Fix agentic schema resource matching in Learn builds\n\nMatch the schema asset in both src-relative build scope and repository-relative resource classification by prefixing its resource glob with **/. Keep the payload and download link unchanged.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update agentic quickstart Studio instructions\n\nCheck in the author's current article revisions, including simplified project and schema steps and selecting Test before running analysis. Preserve the existing schema download and resource-matching fix.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update articles/ai-services/content-understanding/quickstart/agentic-mode.md\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* update json file presentation\n\n* Update link for contract field schema download\n\n* Update agentic-mode.md\n\n* Delete docfx.json\n\n* Add files via upload\n\n* Refactor docfx.json to remove duplicate group entries\n\nRemoved redundant group configurations for machine learning and document intelligence sections in docfx.json.\n\n* Fix SVG file exclusion in docfx.json\n\n* Delete articles/ai-services/content-understanding/media/quickstarts/agentic-contracts-schema.json\n\n* Fix missing newline at end of docfx.json\n\nAdd missing newline at the end of docfx.json\n\n* docfx to main\n\n---------\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\nCo-authored-by: la <50501194+laujan@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* Update region support to include Canada Central\n\nAdded Canada Central region to the supported regions list for Azure Content Understanding.\n\n* adding include files (#14134)\n\n* adding include files\n\n* Update prompt-shield-attack-info.md\n\n* Create content-harms.md for AI content safety\n\nAdded detailed documentation on content harms and severity levels for Azure AI Content Safety, including categories and guardrail configurations.\n\n* Add overview for protected material detection filter\n\nThis document provides an overview of the protected material detection filter, including its functionality, troubleshooting tips, and limitations.\n\n* Update protected-material.md to include overview\n\nRemoved detailed explanation of protected material detection APIs and next steps.\n\n* Document harm categories and severity levels\n\nAdded section on harm categories and severity levels for content safety.\n\n* Revise harm categories and add shared content inclusion\n\nUpdated harm categories section to include shared content details.\n\n* Update protected material detection filter documentation\n\nRemoved detailed explanations of protected material detection filters and replaced them with a reference to shared content overview.\n\n* Update content filter severity levels documentation\n\nReplaced the harm categories section with a reference to content harms.\n\n* Create region availability overview for AACS and Guardrails\n\nAdded a comprehensive overview of region availability for AACS and Guardrails, including service limits and language availability.\n\n* Document input limits for Azure AI Content Safety APIs\n\nAdded input limits for various Azure AI Content Safety APIs, including character limits and file size restrictions.\n\n* Modify Groundedness availability in region tables\n\nUpdated the Groundedness guardrail availability across various regions.\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Update include paths for severity level documents\n\n* Update title and include path for protected material\n\n* Update title in protected materials overview\n\n* Update content-harms.md\n\n* Solve warnigns\n\n* fixed warnings\n\n* fix\n\n* update h1\n\n* change h1\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* region availability\n\n* region tabs update\n\n* added items\n\n* Modify metadata in region-availability.md\n\nUpdated metadata for region availability document.\n\n---------\n\nCo-authored-by: Megan Yetman \nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Update Microsoft Foundry Notification Center overview (#14509)\n\n* Update Microsoft Foundry Notification Center overview with preview title and enhanced content\n\n* REmoved incorrect preview flag\n\n* Update articles/foundry/concepts/concept-notification-center.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n---------\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Document Python 1.19 framework updates\n\n* Address authoring feedback\n\n* Document deep research tool retirement\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n* Update deep-research.md\n\n* Update articles/foundry/agents/how-to/isolate-sessions-per-user.md\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/isolate-sessions-per-user.md\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Update articles/foundry/agents/how-to/deploy-hosted-agent-code.md\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Document latest Python workflow fixes\n\n* Rerun documentation validation\n\n* Address authoring feedback\n\n* Apply final authoring suggestion\n\n* Fix custom avatar creation instructions for current Foundry UX (#14492)\n\n* Fix custom avatar creation instructions for current Foundry UX\n\n* Clarify avatar consent and add step-by-step Foundry screenshots\n\n* Address authoring feedback while preserving avatar training requirements\n\n* Remove added avatar screenshots and their references\n\n* Document recent Agent Framework Python changes\n\n* Address authoring feedback\n\n* Restore PowerFx package name\n\n* Update luna training date\n\n* Add deprecation notice for Azure Machine Learning data labeling service (#14417)\n\n* Add deprecation notice for Azure Machine Learning data labeling service\n\n* Reformat deprecation notice for Azure Machine Learning data labeling service\n\n* Refine deprecation notice for Azure Machine Learning data labeling service for clarity and consistency\n\n* Add deprecation notice for Azure Machine Learning data labeling service across multiple articles\n\n* Update versions for new launch date\n\n* update o4-mini support dev-tier training, update FW models\n\n* MAI-image-2.6: update rate limits and other features\n\n* add responsible AI for image section\n\n* add limit of multipart images\n\n* Add info w/ costs of using web search tool in RAPI\n\n* Update articles/foundry/openai/includes/how-to-web-search-content.md\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* Update wording from review\n\n* Update publication dates and enhance prerequisites clarity for high availability and resiliency documentation\n\n* Added error troubleshooting doc (#14479)\n\n* Added error troubleshooting doc\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Corrected links\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Update articles/foundry/openai/how-to/troubleshoot-errors.md\n\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Soham Patel \nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\nCo-authored-by: Alvin Ashcraft <73072+alvinashcraft@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Refresh C# search tutorial screenshot (#14528)\n\nUpdate the overview image for the MUI design system introduced by Azure-Samples/azure-search-static-web-app#45 and improve its accessibility description.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Clarify deployment mode descriptions and remove redundant phrases in high availability documentation\n\n* update agent optimization doc structure (#14480)\n\n* update faos doc structure\n\n* update structure\n\n* address comments\n\n* Update MCP server documentation with new deployment details and clarify authentication options\n\n* Update tutorial with revised SharePoint integration details and correct publication date\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* rm tbds\n\n* Add PTU and PP regions for new models\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* add voice option in \"choose what to build\"\n\n* change table link\n\n* add voice-agent row\n\n* rm comment blocks\n\n* feature rename\n\n* add channels doc to toc; remove duplicate toc entry\n\n* rename toc\n\n* move toc entry\n\n* js qs initial commit\n\n* Add supported models and MCP/Foundry Skill section\n\n* Remove model from PP and PTU for launch\n\n* claude new model launch (#14547)\n\n* claude new model launch\n\n* update links\n\n* Add PP regions\n\n* Revert \"Add PP regions\"\n\nThis reverts commit dc45bfcc91911f01378962496d7193757feb2f75.\n\n* long context support available for GPT 5.6* models (#14098)\n\n* long context support available for GPT 5.6* models\n\n* Apply suggestion from @msakande\n\n* Apply suggestion from @msakande\n\n* Apply suggestion from @v-dirichards\n\n---------\n\nCo-authored-by: Diana Richards <103777760+v-dirichards@users.noreply.github.com>\n\n* Initial plan\n\n* Update Foundry Hosted Agents and SDK overview docs for July/August 2026 update\n\nCo-authored-by: sdgilley <3650506+sdgilley@users.noreply.github.com>\n\n* Remove regions for gpt-6-sol and luna for launch\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Apply suggestion from @learn-build-service-prod-06[bot]\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* align js qs with sample code\n\n* Update all_turns info for GPT reasoning models\n\n* update 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