MicrosoftDocs/architecture-center/docs/includes

Sync Networking and Databases get-started includes with TOC subtrees - Networking: fix IPv6 topology link text to match article's actual H1 (IPv6 hub-and-spoke network topology, not hub-spoke) - Databases: add missing Cache-aside caching with Azure Managed Redis and Azure Database for PostgreSQL architecture link, and add a description to the neighboring write-through caching link for consistency Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

PnP edit: Agentic Behavior Engineering architecture guide (#16831) * abe checkin * Update agent identity authentication details Clarified the impact of publishing an agent on tool-call authentication and role assignments. Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Update docs/ai-ml/guide/agentic-behavior-engineering.md Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> * Update docs/ai-ml/guide/agentic-behavior-engineering.md Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> * Update docs/ai-ml/guide/agentic-behavior-engineering.md Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> * revert toc update * address middlewar enforcement and evaluator compatibiity limitation comment * Clarify required evidence for sign-in failures Updated the required evidence criteria for sign-in issues. Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * address copilot comment * Update metadata in agentic behavior engineering guide Add metadata for AI/ML guide article. Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * restructure and rework after Chad initial review comments * address copilot review comments * docs(ai-ml): identify ABE design principles 📝 - Generated by Copilot Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * address copilot comment * make scenario library more concise * update replay section * update ronnie * Clarify instructions for handling replay data Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * update * update opening * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com> Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * first round comment * update and address review comment * fix architecture ordering * udpate * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> Co-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * Minor edits before review * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * Update docs/ai-ml/guide/agentic-behavior-engineering.md Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * address review comment * removed a footer on azure service png * correct typo * add a behavior contract example * add key concepts header to group the content better * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> Co-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com> * Apply suggestion from @claytonsiemens77 * Revise trace evaluation guidance and warnings Updated guidance on trace evaluation and its limitations for production workloads. Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * make opening more concise * add traditional testing shortfalls * pull content from existing pr * edtis * edtis * edits * edits * edits * edits * edits --------- Co-authored-by: Yang Song <songy@microsoft.com> Co-authored-by: Yang Song <82787021+juliays@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Co-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com> Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> Co-authored-by: learn-build-service-prod-01[bot] <274427437+learn-build-service-prod-01[bot]@users.noreply.github.com> Co-authored-by: Clayton Siemens <84867658+claytonsiemens77@users.noreply.github.com>

Sync Databases get-started include with TOC subtree Add missing Event-driven cache updates with Azure Managed Redis and Azure Cosmos DB link under In-memory data stores, matching the TOC subtree order. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Sync AI + Machine Learning get-started include with TOC subtree Add missing 'Machine learning inference' architecture section and link to match the docs/toc.yml Azure categories > AI + Machine Learning subtree. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Sync container get-started include with Containers TOC subtree Add the missing 'Hybrid and edge architectures' subsection (AKS on Azure Local baseline, and AKS Hybrid/Edge GitOps deployment) to container-get-started-include.md so it mirrors the Kubernetes-based hosting > Architectures > Hybrid and edge node in docs/toc.yml. All other 13 managed get-started includes already matched their TOC subtrees for link membership, structure, order, and nesting; no further changes were needed. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Remove six mainframe articles after talking with @swread (#16763) * Remove Avanade AMT article * Delete the REST APIs article * Delete Refactor mainframe computer systems that run Adabas & Natural * Delete Rehost Adabas and Natural applications on Azure * Delete Unisys ClearPath MCP virtualization on Azure * Missed some images * Unisys ClearPath Forward OS 2200 enterprise server virtualization on Azure

Sync category get-started include link text with toc.yml (#16713) Corrected link text in all 14 managed get-started include files so each link's text matches its target article's actual title (H1 or YAML name field), per the docs/toc.yml subtree for that category. No links were added or removed, and no structural, ordering, or nesting changes were needed; the includes already mirrored their TOC subtrees structurally. Co-authored-by: azure-patterns-practices-assistant[bot] <316226753+azure-patterns-practices-assistant[bot]@users.noreply.github.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Sync Compute get-started include with TOC subtree Render the SAP solution idea link as a proper bullet with description instead of inline prose, matching the subtree's link-only node and the formatting of every other section in the include. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Sync web applications get-started include with TOC subtree Add missing link to 'Pattern implementation for network secure ingress' under Networking guidance for web apps, matching its position in the Web applications TOC subtree. All other managed category get-started includes (AI + Machine Learning, Analytics, Compute, Containers, Databases, DevOps, Identity, Integration, Internet of Things, Management + Governance, Networking, Storage, Virtual Desktop) already reflect their TOC subtrees. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

PNP Edit: Update APIOps deployment to use apiops-cli tool (#16644) * First draft * Apply suggestions from code review Co-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com> * Update diagram * Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Change title * Add architecture intro text * Fix description * Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Update links * Update author * Add feedback * Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Standardize name * Update install * Remove alpha * Apply suggestions from code review Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * Update docs/example-scenario/devops/automated-api-deployments-apiops-content.md Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * Fix branding * Add feedback * Add feedback * Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * Apply batched suggestions from code review Co-authored-by: Chad Kittel <chad.kittel@gmail.com> * Simplify * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com> * Apply suggestion from @ckittel * Remove images that aren't referenced anymore * Adjust TOC * Minor tweaks * Update personas * Add personas. Fix image labels * Add more Git details * Formatting and get-started page * Update docs/example-scenario/devops/automated-api-deployments-apiops-content.md Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> * add link to NPM * Apply batched suggestions from code review Co-authored-by: Stephen Sumner <109609721+stephen-sumner@users.noreply.github.com> * Apply batched suggestions from code review Co-authored-by: Stephen Sumner <109609721+stephen-sumner@users.noreply.github.com> Co-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com> * Add feedback * Apply suggestion from @stephen-sumner * edits * fix svg * . * peer review corrections * Apply batched suggestions from code review Co-authored-by: Chad Kittel <chad.kittel@gmail.com> --------- Co-authored-by: Pat Altimore <17440249+PatAltimore@users.noreply.github.com> Co-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com> Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> Co-authored-by: Stephen Sumner <109609721+stephen-sumner@users.noreply.github.com>

Apply batched suggestions from code review Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> Co-authored-by: Chad Kittel <chad.kittel@gmail.com>

Sync compute and container get-started includes with TOC - Fix link text for SAS on Azure architecture (was incorrectly labeled as 'Shared access signatures (SAS)'; the article covers SAS Institute analytics software, not shared access signatures) - Fix link text for High-performance computing (HPC) on Azure to match the article's H1 - Fix link text for the AKS day-2 operations guide to match the article's H1 ('Services' plural) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Delete abandonded article (#16627)

Clarify AI inferencing with Silk virtual SAN description Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>

Sync AI + Machine Learning get-started include with TOC subtree Add missing 'AI inferencing with Silk virtual SAN' architecture link that exists in the docs/toc.yml AI + Machine Learning subtree but was absent from the get-started include. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Fix link ordering in Containers get-started include Move direct AKS day-2-operations links (backup/recovery, patching, troubleshooting, monitoring, common issues) before the nested 'Triage practices' subsection so the flat Markdown structure matches the TOC subtree grouping. Previously these links rendered after the Triage practices heading, making them read as part of that subsection. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Fix duplicated lead-in sentence in Integration get-started include Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Disambiguate duplicate Audio processing headings Co-authored-by: ckittel <671075+ckittel@users.noreply.github.com>

Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>

Discard changes to docs/includes/iot-get-started-include.md