[{"author":"copilot-swe-agent","date":"2026-10-06T13:49:46+00:00","message":"Remove archived Azure AI Search sample reference\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>","sha":"104f1a2b5b1bdf74d845baf9fa38f7761cb803b4","url":"https://github.com/MicrosoftDocs/architecture-center/commit/104f1a2b5b1bdf74d845baf9fa38f7761cb803b4"},{"author":"v-thepet","date":"2026-10-05T18:40:47+00:00","message":"fix broken links","sha":"e5caac63d9f588108730d9c01864bbbcf6e0cea4","url":"https://github.com/MicrosoftDocs/architecture-center/commit/e5caac63d9f588108730d9c01864bbbcf6e0cea4"},{"author":"v-albemi","date":"2026-10-05T16:37:27+00:00","message":"PnP edit: Agentic Behavior Engineering architecture guide (#16831)\n\n* abe checkin\n\n* Update agent identity authentication details\n\nClarified the impact of publishing an agent on tool-call authentication and role assignments.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Update docs/ai-ml/guide/agentic-behavior-engineering.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 docs/ai-ml/guide/agentic-behavior-engineering.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 docs/ai-ml/guide/agentic-behavior-engineering.md\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* revert toc update\n\n* address middlewar enforcement and evaluator compatibiity limitation comment\n\n* Clarify required evidence for sign-in failures\n\nUpdated the required evidence criteria for sign-in issues.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* address copilot comment\n\n* Update metadata in agentic behavior engineering guide\n\nAdd metadata for AI/ML guide article.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* restructure and rework after Chad initial review comments\n\n* address copilot review comments\n\n* docs(ai-ml): identify ABE design principles\n\n\ud83d\udcdd - Generated by Copilot\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* address copilot comment\n\n* make scenario library more concise\n\n* update replay section\n\n* update ronnie\n\n* Clarify instructions for handling replay data\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* update\n\n* update opening\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>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* first round comment\n\n* update and address review comment\n\n* fix architecture ordering\n\n* udpate\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>\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\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>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Minor edits before review\n\n* Apply batched suggestions from code review\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Update docs/ai-ml/guide/agentic-behavior-engineering.md\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* address review comment\n\n* removed a footer on azure service png\n\n* correct typo\n\n* add a behavior contract example\n\n* add key concepts header to group the content better\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>\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* Apply suggestion from @claytonsiemens77\n\n* Revise trace evaluation guidance and warnings\n\nUpdated guidance on trace evaluation and its limitations for production workloads.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* make opening more concise\n\n* add traditional testing shortfalls\n\n* pull content from existing pr\n\n* edtis\n\n* edtis\n\n* edits\n\n* edits\n\n* edits\n\n* edits\n\n* edits\n\n---------\n\nCo-authored-by: Yang Song <songy@microsoft.com>\nCo-authored-by: Yang Song <82787021+juliays@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@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: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: Copilot <223556219+Copilot@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-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>","sha":"5db48cfaa78d3eb4b66bfd615292a3921fa224f4","url":"https://github.com/MicrosoftDocs/architecture-center/commit/5db48cfaa78d3eb4b66bfd615292a3921fa224f4"},{"author":"copilot-swe-agent","date":"2026-10-05T16:02:07+00:00","message":"Update Azure landing zone terminology (#16867)\n\n* Initial plan\n\n* Update workload landing zone terminology\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>\n\n* Enhance descriptions of Azure landing zones\n\nClarified definitions of workload and platform landing zones, emphasizing the structure of environments within workload landing zones.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* PR review: Fix possessive form in design guide\n\nLAA report fix: Corrected the possessive form in the implementation's reference.\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Anna Huff <v-annahuff@microsoft.com>","sha":"1a7a778bf46ec7c3bdd403f91d5985a92ac6cc25","url":"https://github.com/MicrosoftDocs/architecture-center/commit/1a7a778bf46ec7c3bdd403f91d5985a92ac6cc25"},{"author":"v-albemi","date":"2026-09-25T19:33:08+00:00","message":"PnP edit: Health Endpoint Monitoring pattern (#16771)\n\n* first draft\n\n* Update docs/patterns/health-endpoint-monitoring-content.md\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Address Health Endpoint Monitoring review feedback\n\n* Address follow-up health monitoring safety and attestation findings\n\n* Improve health endpoint monitoring documentation\n\nRefine health endpoint monitoring content for clarity and security recommendations.\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Edit pass before review\n\n* Fix typos\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply suggestion from @ckittel\n\n* convert to md only\n\n* broken links\n\n* edits\n\n* edits\n\n* edits\n\n* edit\n\n* edit\n\n* edits\n\n---------\n\nCo-authored-by: Anastasia Harris <61602255+anaharris-ms@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>","sha":"9fdb775034a2faf6b2dcf699fb870d49fe50c992","url":"https://github.com/MicrosoftDocs/architecture-center/commit/9fdb775034a2faf6b2dcf699fb870d49fe50c992"},{"author":"v-albemi","date":"2026-09-25T18:35:41+00:00","message":"fix images (#16785)","sha":"f01e720ffffc5b1b8dcb7b60c20c40bc6d5c7fab","url":"https://github.com/MicrosoftDocs/architecture-center/commit/f01e720ffffc5b1b8dcb7b60c20c40bc6d5c7fab"},{"author":"v-albemi","date":"2026-09-25T16:30:27+00:00","message":"PnP edit: Baseline AML inference reference architecture (#16705)\n\n* Add baseline AML inference reference architecture article\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>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* networking section\n\n* Add networking baseline for private AML inference\n\nExpanded the document with detailed networking guidelines for private AML inference environments, including ingress, egress, and subnet layout recommendations.\n\n* Apply suggestion from @learn-build-service-prod-08[bot]\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* Apply 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* Update subnet layout for Azure ML environment VNets\n\n* Apply suggestion from @claytonsiemens77\n\n* Apply suggestions from code review\n\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* Add Feature Store component details to AML inference baseline\n\n* Apply suggestions from code review\n\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* dual-vnet-language\n\n* dual-vnet-language\n\n* Update docs/ai-ml/architecture/baseline-azure-machine-learning-inference-content.md\n\nCo-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>\n\n* Add AML inference baseline to AI get-started and TOC\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>\n\n* Add tabbed AML environment diagrams with complex descriptions\n\n* Add AML baseline environment architecture diagrams\n\n* Close AML architecture tab section\n\n* Add serverless Spark to AML workflow\n\n* Apply suggestion from @claytonsiemens77\n\n* Add serverless Spark to AML components\n\n* Update docs/ai-ml/architecture/baseline-azure-machine-learning-inference-content.md\n\nCo-authored-by: learn-build-service-prod-04[bot] <274428985+learn-build-service-prod-04[bot]@users.noreply.github.com>\n\n* Split AML workflow by environment\n\n* Move workflows into environment tabs\n\n* Clarify workflow section guidance for readers\n\n* Polish AML workflow wording consistency\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* Add simple promotion workflow diagram\n\n* Update AML workflow content and reporting scripts\n\n* added numbers to basic workflow diagram\n\n* Delete scripts/Get-ArbFreshnessReport.ps1\n\n* Delete scripts/README.md\n\n* Update docs/ai-ml/architecture/baseline-azure-machine-learning-inference-content.md\n\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\n\n* feature-store-update\n\n* Update docs/ai-ml/ai-get-started.md\n\nCo-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>\n\n* Add persona and role assignment table to Security section\n\n* Adopt workspace registration in Dev with a shared model registry for promotion\n\n* Sync subnet tables with diagrams and repair table delimiters\n\n* Rewrite environment diagram long descriptions\n\n* new diagrams\n\n* Add registry promotion gate diagram and neutralize runner naming\n\n* Apply 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* Define APIM authentication for Kubernetes endpoints\n\n* Grant rollout permissions to pipeline identities\n\n* Promote model environments with artifacts\n\n* Add networking and monitoring components\n\n* Clarify AKS inference relies on the Azure Machine Learning extension\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Fix registry ACR RBAC and require internal-mode APIM behind App Gateway\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Grant AcrPull to AKS cluster identity instead of pipeline identity\n\n* Apply suggestion from @claytonsiemens77\n\n* thumb\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Rewrite AML inference baseline architecture\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>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* security fix\n\n* Revise Dev environment architecture description\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\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: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Link AML components to WAF service guides\n\n* flow updates\n\n* permissions fix\n\n* Fix ACR import permissions and network controls\n\n* Update docs/ai-ml/architecture/baseline-azure-machine-learning-inference-content.md\n\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 @claytonsiemens77\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Clarify Azure Machine Learning baseline guidance\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: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>\n\n* Clarify storage and Well-Architected guidance\n\n* Address AKS and deployment review feedback\n\n* Update Dev architecture diagram\n\n* Update docs/ai-ml/architecture/baseline-azure-machine-learning-inference-content.md\n\n* new diagrams\n\n* new stage diagram\n\n* new basic diagram\n\n* diagram tweaks\n\n* text updates to match new diagrams\n\n* Delete docs/ai-ml/architecture/_images/aml-registry-promotion-gate.png\n\n* Fix architecture diagram long descriptions\n\n* Fix link for quarantine pattern in ML inference content\n\nCorrected the link for the quarantine pattern to point to the appropriate documentation.\n\n* Correct AML monitoring and network guidance\n\n* Apply suggestion from @claytonsiemens77\n\n* cost estimate\n\n* Add next step and related resources\n\n* pull content from other pr\n\n* edits\n\n* edits\n\n* removing file\n\n* edits\n\n* image\n\n* edits\n\n* edits\n\n* yml\n\n* edits\n\n* edits\n\n* edits\n\n* lightbox links\n\n* edit\n\n* edit\n\n* edit\n\n* edit\n\n* edit\n\n* edit\n\n* edit\n\n* edit\n\n* replace images\n\n* fix image link\n\n* edits\n\n---------\n\nCo-authored-by: Clayton Siemens <csiemens@microsoft.com>\nCo-authored-by: Clayton Siemens <84867658+claytonsiemens77@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: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[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-06[bot] <274430002+learn-build-service-prod-06[bot]@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: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>","sha":"69efebf8a54b186daac92a3084ed2f72fbfe399b","url":"https://github.com/MicrosoftDocs/architecture-center/commit/69efebf8a54b186daac92a3084ed2f72fbfe399b"},{"author":"v-albemi","date":"2026-09-24T19:14:21+00:00","message":"PnP edit: Gateway Offloading pattern  (#16762)\n\n* first draft\n\n* Apply suggestion from @jluocsa\n\nCo-authored-by: John CSA <103165870+jluocsa@users.noreply.github.com>\n\n* Apply 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: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply suggestion from @learn-build-service-prod-10[bot]\n\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\n\n* Apply 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: Chad Kittel <chad.kittel@gmail.com>\n\n* Remove Nginx configuration and update links\n\nRemoved Nginx TLS offloading configuration example and updated related resources link.\n\n* Update gateway-offloading-content.md\n\n* Address review feedback: replace mermaid with SVG, TLS to backend, intro wording\n\n* Address Gateway Offloading review feedback and update TLS diagrams\n\n* Enhance WAF policy with ZZ country code handling\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Use TLS re-encryption diagram in Gateway Offloading pattern\n\n* Adjust images\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Update author\n\n* SSL reference\n\n* Update gateway offloading content for clarity\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* convert to md only\n\n* fix links\n\n* edits\n\n* edits\n\n* edits\n\n* edits\n\n* edits\n\n* edits\n\n---------\n\nCo-authored-by: Anastasia Harris <61602255+anaharris-ms@users.noreply.github.com>\nCo-authored-by: John CSA <103165870+jluocsa@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>","sha":"8f5f5d07658f5089ecfb56f7d3b783d61628a231","url":"https://github.com/MicrosoftDocs/architecture-center/commit/8f5f5d07658f5089ecfb56f7d3b783d61628a231"},{"author":"azure-patterns-practices-assistant","date":"2026-09-21T15:56:39+00:00","message":"Use lightboxes where it helps (#16737)\n\nAligns image lightbox usage with the width of the image a reader opens (threshold: strictly greater than 688 pixels). Removes lightbox attributes from 21 images at or below the threshold and adds one lightbox attribute to an image above it.\n\nCo-authored-by: azure-patterns-practices-assistant[bot] <316226753+azure-patterns-practices-assistant[bot]@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>","sha":"ff159411f67c1d56b63246b27d7a4d11eac205e8","url":"https://github.com/MicrosoftDocs/architecture-center/commit/ff159411f67c1d56b63246b27d7a4d11eac205e8"},{"author":"copilot-swe-agent","date":"2026-09-21T14:00:09+00:00","message":"Replace archived BioGPT sample\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>","sha":"32e0123324fc3a2cbe528f207b2a54a54c6db993","url":"https://github.com/MicrosoftDocs/architecture-center/commit/32e0123324fc3a2cbe528f207b2a54a54c6db993"},{"author":"v-thepet","date":"2026-09-17T20:32:33+00:00","message":"PNP Edit: Refresh Azure OpenAI gateway monitoring article (#16674)\n\n* Refresh Azure OpenAI gateway monitoring article for clarity and freshness\n\n* Fix links in Azure OpenAI monitoring guide\n\nUpdated links for monitoring Azure OpenAI and gateway access.\n\n* Mark article fresh by updating ms.date\n\n* Initial plan\n\n* Update model names from gpt-35/gpt-4 family to gpt-5-nano/gpt-5-mini/gpt-5\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring-content.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 docs/ai-ml/guide/azure-openai-gateway-monitoring-content.md\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\n\n* Fix link format in Azure OpenAI monitoring guide\n\n* Apply suggestion from @ckittel\n\n* Fixed list spacing\n\nFixed list spacing, removed incorrect service name\n\n* Update article for Microsoft Foundry terminology while preserving requested spacing and unchanged closing lines\n\n* Update Azure OpenAI to AI model terminology in documentation\n\n* Revise monitoring content for Azure AI Foundry\n\nUpdated language for clarity and consistency in monitoring guidance.\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring-content.md\n\nCo-authored-by: learn-build-service-prod-03[bot] <274428581+learn-build-service-prod-03[bot]@users.noreply.github.com>\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring-content.md\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring-content.md\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring-content.md\n\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\n\n* Update ms.date in monitoring guide YAML file\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Updated  diagrams\n\n* Apply 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* AI Foundry -> Microsoft Foundry\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Edit pass before review\n\n* Apply suggestion from @ckittel\n\n* \u2022 - Restored the API Management usage-monitoring query and screenshot, including response-body logging\n    prerequisites, limits, and supported operations.\n\n* updated prompt/completion kql\n\n* Apply batched suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* convert to guide\n\n* edits\n\n* complex descriptions\n\n* peer review cx\n\n* Update docs/ai-ml/guide/azure-openai-gateway-monitoring.md\n\n---------\n\nCo-authored-by: Jake Wang <47987698+jakeatmsft@users.noreply.github.com>\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.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-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com>","sha":"62cbd5d82bff2761c6c394fb7046989aac88aa89","url":"https://github.com/MicrosoftDocs/architecture-center/commit/62cbd5d82bff2761c6c394fb7046989aac88aa89"},{"author":"azure-patterns-practices-assistant","date":"2026-09-17T02:23:18+00:00","message":"[lightbox-janitor] Correct image lightboxes by intrinsic width (#16693)\n\n* Correct image lightboxes by intrinsic width\n\nAdd or remove the lightbox attribute on :::image directives so lightboxes\nare only present for images wider than 688 pixels.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix alt-text: add periods and graphic type prefixes per PR review\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>\n\n---------\n\nCo-authored-by: azure-patterns-practices-assistant[bot] <316226753+azure-patterns-practices-assistant[bot]@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>","sha":"0ff75283dfbebb20da3363c580f311d821b8ba4e","url":"https://github.com/MicrosoftDocs/architecture-center/commit/0ff75283dfbebb20da3363c580f311d821b8ba4e"},{"author":"ckittel","date":"2026-09-14T13:05:47+00:00","message":"Remove stale GitHub URL","sha":"d2778cec0ce93d0c7fa82998e045486ded6cbdd5","url":"https://github.com/MicrosoftDocs/architecture-center/commit/d2778cec0ce93d0c7fa82998e045486ded6cbdd5"},{"author":"learn-build-service-prod","date":"2026-09-11T14:45:26+00:00","message":"Confirm merge from repo_sync_working_branch to main to sync with https://github.com/microsoftdocs/architecture-center (branch main) (#16564)\n\n* Fix link format for Tom O'Neill's profile (#4790)\n\n* Fix author link formatting for Tom O'Neill\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: JLansdaal <141443332+JLansdaal@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>","sha":"8624785054d36f2d0dcf182421844b864367f2cc","url":"https://github.com/MicrosoftDocs/architecture-center/commit/8624785054d36f2d0dcf182421844b864367f2cc"},{"author":"jyravi","date":"2026-09-04T15:13:20+00:00","message":"Clarify audio processing flows in architecture document (#16557)\n\n* Clarify audio processing flows in architecture document\n\nUpdated the architecture description to clarify the two processing flows for audio files, detailing the steps for both the Speech to text & LLM flow and the prebuilt call center audio analyzer. Added information on data storage and visualization.\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Revise call center analytics architecture and data flow\n\nUpdated the architecture and data flow sections to include new insights on using Azure Content Understanding Service for audio analysis. Revised components and alternatives for better clarity and accuracy.\n\n* Revise call center analytics architecture and content\n\nUpdated the article to reflect the use of Foundry Tools and Foundry Models for post-call analytics in call centers. Enhanced the architecture and data flow sections for clarity.\n\n* Revise call center analytics architecture documentation\n\nUpdated the article to enhance clarity on the batch processing architecture for call center analytics, including detailed descriptions of the architecture, data flow, components, alternatives, and considerations for reliability, security, cost optimization, and performance efficiency.\n\n* Update docs/ai-ml/openai/architecture/call-center-openai-analytics-content.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 docs/ai-ml/openai/architecture/call-center-openai-analytics-content.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 docs/ai-ml/openai/architecture/call-center-openai-analytics-content.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 call-center-openai-analytics-content.md\n\n* Fix typo in URL\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* syntax changes\n\n* line ending changed for some reason\n\n* Revert order changes\n\n* Style changes\n\n* Update docs/ai-ml/openai/architecture/call-center-openai-analytics-content.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 docs/ai-ml/openai/architecture/call-center-openai-analytics-content.md\n\nCo-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>\n\n* Update yaml\n\n* Restore missing component\n\n* Add back \"in this architecture\"\n\n* openai changes\n\n* url typo\n\n* Replace thumbnail\n\n* Delete docs/ai-ml/openai/architecture/_images/call-center-analytics.svg\n\n* Create .gitkeep\n\n* Add files via upload\n\nArchitecture diagram updated. Removed Language Studio. Added Foundry and Azure Content understanding Service\n\n* Update author and metadata details in YAML file\n\n* Update author name in call-center-openai-analytics.yml\n\n* Minor adjustments\n\n* not a freshness pass\n\n* Update image and CDN link\n\n* wording\n\n* spaces\n\n* Branding\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: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply suggestion from @ckittel\n\n* Fix thumbnail\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@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: Chad Kittel <chad.kittel@gmail.com>\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-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>","sha":"9ae655807cca1e00f90f708e513271086fe7e1fd","url":"https://github.com/MicrosoftDocs/architecture-center/commit/9ae655807cca1e00f90f708e513271086fe7e1fd"},{"author":"copilot-swe-agent","date":"2026-09-03T18:20:50+00:00","message":"Label assignment restrictions as preview\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>","sha":"ab9ac24e5ac20f36e098297a403b9d67d59422bf","url":"https://github.com/MicrosoftDocs/architecture-center/commit/ab9ac24e5ac20f36e098297a403b9d67d59422bf"},{"author":"ckittel","date":"2026-09-03T17:57:21+00:00","message":"tweak","sha":"3c49f311f49caa79644f016a2b59030b6753c937","url":"https://github.com/MicrosoftDocs/architecture-center/commit/3c49f311f49caa79644f016a2b59030b6753c937"},{"author":"copilot-swe-agent","date":"2026-09-03T17:46:15+00:00","message":"Add Foundry identity assignment safeguards\n\nCo-authored-by: ckittel <671075+ckittel@users.noreply.github.com>","sha":"43e5ae742db575cc3fc2356867e254d983ba9853","url":"https://github.com/MicrosoftDocs/architecture-center/commit/43e5ae742db575cc3fc2356867e254d983ba9853"},{"author":"v-thepet","date":"2026-09-02T17:35:26+00:00","message":"PNP Edit: *New* AI Inferencing with Azure IaaS - ADO 560554 (#16425)\n\n* wip-ai-inferencing-with-azure-iaas\n\n* yml-update1\n\n* uploaded silk images\n\n* wip-ai-inferencing2\n\n* wip-ai-inferencing\n\n* version1-ai-inferencing-on-azure-iaas\n\n* adding myself to contributors\n\n* Update docs/ai-ml/architecture/ai-inferencing-on-azure-iaas.yml\n\nCo-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com>\n\n* Refine product entries in AI inferencing architecture\n\nUpdated product list for AI inferencing architecture with valid names\n\n* Clarify Azure OneLake description in documentation\n\nUpdated a sentence for clarity in Azure OneLake description.\n\n* Improve clarity and consistency in AI inferencing documentation\n\nRefined language for clarity and conciseness throughout the document, including adjustments to sentence structure and punctuation. Updated technical descriptions to enhance readability and maintain consistency.\n\n* Enhance clarity and consistency in AI inferencing documentation\n\nRefined language for clarity and consistency throughout the document, ensuring technical accuracy and improving readability.\n\n* update components to more closely describe their function in the architecture\n\n* Enhance AI inferencing documentation with cost optimization\n\nAdded cost optimization strategies and pricing calculator link.\n\n* Update AI inferencing architecture documentation\n\nAdded note about Silk component availability in Azure marketplace rather than pricing calculator\n\n* formatting and move sections along to align with the template\n\n* Add missing text\n\n* Revise AI inferencing on Azure IaaS documentation\n\nAdded scenario details section and updated pricing calculator. Updated some section titles to more closely match the template.\n\n* removed extra space\n\nremoved an extra space in the description\n\n* Updated a contraction\n\nTrying to get through this new check that wasted half an hour of my life already\n\n* Enhance AI inferencing architecture documentation\n\nRefined content for clarity (Silk Live and Flow defined; Silk licensing costs addressed) and added links for further information on benchmark testing to resolve ananyagc5's comments\n\n* Trying to deal with the AI comments again\n\n* Enhance Azure Machine Learning and AKS deployment details\n\nExpanded the explanation of Azure Machine Learning and AKS deployment options. Clarified the Azure pricing calculator's assumptions regarding AKS usage and added details about Silk licensing.\n\n* Update ai-inferencing-on-azure-iaas-content.md\n\nAdded active voice to previous commit to make the AI overlord happy\n\n* Revise AKS reference and update section titles\n\nAKS component linked to the WAF service guide for AKS.\nRemoved the \"Deploy this scenario\" section.\nRationalized WAF pillar alignments; Operational Excellence section now under Performance Efficiency (I think we just had the wrong header; it was all about performance).\n\n* Change title and summary to Silk Virtual SAN\n\nUpdated the title and summary to reflect the use of Silk Virtual SAN instead of Azure IaaS.\n\n* Apply suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@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: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Fix workflow step numbering in AI inferencing document\n\nUpdated the workflow steps for AI inferencing on Azure IaaS to correct numbering and improve clarity.\n\n* Update ai-inferencing-on-azure-iaas-content.md\n\nProcessing comments from review\n\n* New workflow image\n\n* More updates to improve based on review comments\n\nUpdated content to enhance clarity and detail regarding Azure Boost, Silk Virtual SAN, and security practices. Added recommendations for optimizing latency and performance efficiency in AI inferencing workloads.\n\n* Enhance AI inferencing architecture documentation\n\nTrying to process the comments from the first review by ckittel\n\nRevised the AI inferencing architecture documentation for clarity and detail, including updates to the inferencing flow, components, onboarding process, and best practices for performance optimization.\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-07[bot] <274430390+learn-build-service-prod-07[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>\nCo-authored-by: learn-build-service-prod-06[bot] <274430002+learn-build-service-prod-06[bot]@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\n\n* Minor formatting changes\n\n* Apply suggestions from code review\n\nCo-authored-by: learn-build-service-prod-07[bot] <274430390+learn-build-service-prod-07[bot]@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: Copilot Autofix powered by AI <175728472+Copilot@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* Apply suggestions from code review\n\nCo-authored-by: Chad Kittel <chad.kittel@gmail.com>\nCo-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Adjust branding\n\n* Add to TOC\n\n* Apply 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: Chad Kittel <chad.kittel@gmail.com>\n\n* Apply 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 files via upload\n\n* Updated text to deal with some copilot comments\n\nUpdated the workflow steps for AI inferencing on Azure IaaS, correcting numbering and enhancing clarity. 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