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Microsoft Teams Blog articles

Microsoft Teams Blog on TechNet is a dedicated platform for Microsoft Teams covering various topics including upcoming features, product improvements, and best practices to enhance user experience. It contains articles by Microsoft product team members, MVPs, and other experts in the field. The blog posts address different aspects of Microsoft Teams such as configuration, deployment, troubleshoot, user feedback, and shared knowledge.
Microsoft Teams Blog articles techcommunity.microsoft.com
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RSS Hunter RSS Hunter • Aug 19, 2024

Thread Of Notes

The Next Generation of Agents with Azure and Microsoft Foundry

The article discusses the development of a HelpDesk Copilot, a Contoso IT service desk that utilizes a Microsoft Foundry agent to triage employee questions and provide answers grounded in an IT knowledge base. The system is designed to hand off to humans through a real channel when policy demands it. The architecture consists of three Azure Container Apps, one Foundry Prompt Agent, and an event-driven ticket pipeline. The agent has three capabilities: File Search, create_ticket, and get_ticket_status, which are used to answer employee questions and escalate issues when necessary.The system is built on Azure Container Apps, provisioned entirely with Terraform, and contains zero API keys, with every service-to-service call using Microsoft Entra ID and managed identities. The Foundry account has local key authentication disabled outright. The architecture is designed to be event-driven, with the API publishing ticket events to a Service Bus topic, which are then delivered to a worker through a Dapr subscription. The worker upserts the ticket into Table Storage and posts the payload to a Power Automate HTTP flow, which sends an Adaptive Card to the IT team's Teams channel.The system is designed to be idempotent, with the ticket ID derived deterministically from the conversation ID and subject, ensuring that repeated create_ticket tool calls for the same issue in the same conversation collapse to the same ID instead of creating a duplicate. The system also uses eventual consistency, with the ticket row may not exist for a few seconds while the worker is woken up by KEDA. The architecture is designed to be scalable, with the ability to add new subscriptions to the Service Bus topic without changing the API.The identity model is designed to use Entra ID via DefaultAzureCredential, with each app using a user-assigned managed identity. The API, worker, and frontend each have their own identity, with the API having access to AcrPull, Foundry agent access, Storage Table Data Reader, Key Vault Secrets User, and Service Bus Sender. The worker has access to AcrPull, Storage Table Data Contributor, Key Vault Secrets User, and Service Bus Receiver, while the frontend only has access to AcrPull.The article also discusses the use of Terraform to provision the Azure resources, with the author noting that the obvious-looking resources are not always the correct ones. The author had to use azurerm_cognitive_account to provision the Foundry Agent Service, rather than azapi. The article concludes by noting that the system is designed to be secure, scalable, and event-driven, with a focus on using managed identities and Entra ID to authenticate service-to-service calls.
https://techcommunity.microsoft.com/t5/blog/the-next-generation-of-agents-with-azure-and-microsoft-foundry/ba-p/4540663 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Today

OneDrive Access Issue – User Unable to Access OneDrive Despite Multiple Troubleshooting Attempts

A user is unable to access their OneDrive, consistently receiving the same error message. Several troubleshooting steps have already been exhausted. These include removing and re-assigning the Microsoft 365 license. PowerShell commands were executed, confirming the user has a valid OneDrive URL and necessary permissions. OneDrive and SharePoint settings were verified through the SharePoint Admin Center. The Microsoft Support and Recovery Assistant (SaRA) was utilized, with its recommendations reviewed. Attempts were also made to re-provision the user's OneDrive site. Despite these efforts, the problem persists, and the error message continues to appear. The user has a valid Microsoft 365 license, and the OneDrive service is enabled. SharePoint Online is functioning correctly for all other users. The re-provisioning of OneDrive did not resolve the persistent error. The community is being asked for further assistance or suggestions to identify the root cause.
https://techcommunity.microsoft.com/t5/onedrive/onedrive-access-issue-user-unable-to-access-onedrive-despite/m-p/4540662#M14742 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Today

圣淘沙公司游戏网址

公司位【wbl12889】 （一）打开浏览器，输入公司游戏官网《WBL995.COM》，点击页面上的“开户”或“注册”按钮。   （二）填写基本信息输入用户名（6~12 输入用户名（6 ~12位数字字母组合）、设置密码（6 ~12位，建议包含字母+数字+符号），并确认密码。   （三）绑定联系方式 为了保障账号安全，建议绑定手机号或邮箱，方便后续找回密码和接收通知。   （四）输入验证码 在验证码框中输入正确的验证码，完成验证。   （五）提交开户申请 点击“确认”或“提交”，系统会提示开户成功，登录即可。
https://techcommunity.microsoft.com/t5/copilot-for-small-and-medium/%E5%9C%A3%E6%B7%98%E6%B2%99%E5%85%AC%E5%8F%B8%E6%B8%B8%E6%88%8F%E7%BD%91%E5%9D%80/m-p/4540648#M644 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Today

My Exams Inspired the Project That Won My First Hackathon

Jeremiah Fadesayo Adetoro, a law student, won Best Creative App at the Microsoft Agents League Hackathon with his project, StudyMate AI. Adetoro developed StudyMate AI to address the challenge of consolidating study materials into usable revision notes. The app aims to guide students through their own materials, explain concepts, create stories, facilitate practice, and generate revision documents. He envisioned StudyMate as more than just a study tool, incorporating gamification with XP and a friendly AI study coach named Matey. A key feature, Story Mode, teaches concepts through scenarios relevant to the student's field. Building the app involved streamlining from a complex initial draft to a more focused and impactful design. To reduce latency, Adetoro implemented a wiki-based storage system instead of a traditional RAG setup, allowing agents to connect ideas more directly. Grounding was a critical goal, ensuring the app uses uploaded material and avoids fabricating information. Adetoro learned to build with unfamiliar Microsoft tools and transform personal problems into focused products. He believes the best ideas often stem from current challenges, emphasizing the need for attention, purpose, and iterative improvement. This win has boosted his confidence, and he plans to scale StudyMate into a global tool for student exam success.
https://techcommunity.microsoft.com/t5/educator-developer-blog/my-exams-inspired-the-project-that-won-my-first-hackathon/ba-p/4538357 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Today

SQL Data Sync Retirement: Migration Insights and Modern Alternatives

Azure SQL Data Sync is scheduled for retirement on September 30, 2027, prompting organizations to reassess their data synchronization strategies. This retirement presents an opportunity to modernize data architectures and reduce technical debt. Azure Data Factory is recommended for Azure SQL Database to Azure SQL Database synchronization, offering a managed, scalable, and future-proof solution. The recommended ADF migration involves an initial full load followed by incremental synchronization using Change Tracking or Change Data Capture. This approach provides enhanced visibility and operational control compared to SQL Data Sync. If true two-way synchronization isn't required, Active Geo-Replication, Database Copies, or Read Replicas are viable alternatives for different use cases. For organizations focused on real-time analytics and Microsoft Fabric, Fabric Mirrored Databases offer integration benefits. Azure Functions can be used for event-driven or lightweight synchronization needs, though it requires more development effort. It is crucial for organizations to begin planning their migration early due to the complex testing and deployment cycles involved. The best replacement solution depends on specific requirements like latency, workload type, and disaster recovery needs. Ultimately, the retirement of SQL Data Sync is an opportunity to embrace modern, cloud-native services and improve overall data architecture.
https://techcommunity.microsoft.com/t5/azure-database-support-blog/sql-data-sync-retirement-migration-insights-and-modern/ba-p/4539083 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Today

AI Business Professional Blueprint Survey Opportunity

Greetings!Microsoft is updating the credential for AI Business Professional, and we need your input through our exam blueprinting survey. The blueprint determines how many questions each skill in the exam will be assigned. Please complete the online survey by August 7, 2026. Please also feel free to forward the survey to any colleagues you consider subject matter experts for this certification. You may send this to people external to Microsoft as well.If you have any questions, feel free to contact John Sowles at [email protected] or Don Tanedo at [email protected].AI Business Professional blueprint survey link:https://www.starttest.com/starttest2/startsurvey?programid=187&guid=5C6C1A02-4E56-4BC2-B9E9-2E2019ADE0ED Thank you!
https://techcommunity.microsoft.com/t5/skills-hub-discussions/ai-business-professional-blueprint-survey-opportunity/m-p/4540573#M7378 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

NASA, Databricks and the future of Copilot | Mondays at Microsoft (Episode 81)

In this episode of Mondays at Microsoft, Heather Cook and guest co-host Jonathan Jones explore some of the biggest stories shaping the future of AI, productivity, and innovation. They are joined by Sravani Seethi to speak about Women in Power (Platform), the largest grassroots community of women working in and around the Microsoft Power Platform ecosystem and AI. From changes coming to Copilot, to lessons from NASA's journey to the Moon, to new AI-powered experiences in SharePoint, there's plenty to unpack.
https://techcommunity.microsoft.com/t5/community-news-desk-events/nasa-databricks-and-the-future-of-copilot-mondays-at-microsoft/ec-p/4540572#M645 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Announcing the Open-Source Release of ML Video Codec (MLVC)

MLVC is a new machine-learning-based video codec developed by Microsoft Research. It significantly reduces bandwidth and storage needs compared to traditional codecs like H.264 and H.265. This improved efficiency enhances streaming and video call quality, especially on less reliable networks. MLVC achieves this by replacing conventional video compression techniques with end-to-end learned neural compression. The codec is designed to run efficiently on modern devices' Neural Processing Units (NPUs), leaving headroom for other system tasks. It has demonstrated real-time performance at resolutions up to 540p on various hardware platforms. MLVC is already being integrated into Microsoft Teams to improve video call quality for users. Microsoft has open-sourced MLVC to encourage community collaboration in its development. The release includes model code, trained weights, and training scripts under an MIT License. The long-term goal is to establish an open, learned video codec ecosystem that outperforms legacy solutions.
https://techcommunity.microsoft.com/t5/linux-and-open-source-blog/announcing-the-open-source-release-of-ml-video-codec-mlvc/ba-p/4539875 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Available today: Anthropic Claude Opus 5 in Microsoft 365 Copilot

Microsoft 365 Copilot is enhancing its AI capabilities by integrating Anthropic's Claude Opus 5 model. This new model represents a significant upgrade, particularly in complex, multi-step tasks. Claude Opus 5 offers improved performance in areas like coding, professional knowledge work, and long-horizon reasoning compared to its predecessor. With this integration, Copilot will assist users more effectively in various Microsoft applications, streamlining the process from initial idea to final output. In Word, it will facilitate the creation of complete drafts for longer documents. Excel users will benefit from higher-quality analysis and more refined workbooks. PowerPoint will see enhanced presentation development, including visual polish and layout improvements. Copilot Chat will handle more complex, open-ended problems, offering stronger reasoning and planning capabilities. Copilot Cowork will support long-running projects by orchestrating work across different tools and files. Copilot Studio allows for the creation of agents leveraging Claude Opus 5 for advanced automation and reasoning. Microsoft emphasizes its commitment to providing leading AI innovation with robust security, privacy, and compliance. Claude Opus 5 is now available in the model selector for various Copilot features, though regional availability may vary.
https://techcommunity.microsoft.com/t5/microsoft-365-copilot-blog/available-today-anthropic-claude-opus-5-in-microsoft-365-copilot/ba-p/4540524 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Behind the Build with Gigamon: Enriching Microsoft Sentinel with Network-Derived Telemetry

Microsoft's "Behind the Build" series showcases impactful partner integrations, focusing on technical and strategic decisions. This edition highlights a collaboration with Gigamon to enhance Microsoft Sentinel. Security teams face challenges with fragmented visibility across various environments like identity, endpoint, and cloud. Gigamon, with over twenty years of experience, provides the Deep Observability Pipeline. This pipeline extracts actionable network-derived telemetry from complex and modern infrastructures. The Gigamon solution complements Microsoft Sentinel by enriching its existing broad data collection. Gigamon contributes crucial runtime context about system and application communications. This combined data allows for more comprehensive threat detection and investigation. Network telemetry, as Gigamon explains, is essential for completing the security picture alongside logs, metrics, and traces. Together, these enriched signals empower AI-driven security analysis for deeper insights.
https://techcommunity.microsoft.com/t5/microsoft-app-assure/behind-the-build-with-gigamon-enriching-microsoft-sentinel-with/ba-p/4452689 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Extending Sentinel Data Integration: Azure Blob Storage Support for CCF Connectors

Organizations need robust data ingestion and analysis capabilities as security operations grow. Microsoft Sentinel's Codeless Connector Framework (CCF) helps ISVs build integrations faster and simplifies customer deployment. CCF now supports Azure Blob Storage, introducing a new data delivery method for Sentinel. Previously, CCF connectors integrated directly with partner APIs. Now, ISVs can build connectors that read data from Azure Blob Storage. This offers new flexibility in security data collection. In this model, ISVs write data to Azure Blob Storage. The Sentinel connector reads from this storage layer, utilizing Azure-native components. Event Grid and storage queues process events and forward them via data collection rules to Log Analytics. This creates a durable data layer between the source and Sentinel. This approach enables more resilient and scalable data ingestion scenarios.
https://techcommunity.microsoft.com/t5/microsoft-app-assure/extending-sentinel-data-integration-azure-blob-storage-support/ba-p/4452684 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

TLS Certificate Pinning and Best Practices in Azure Database for PostgreSQL

TLS encrypts data between clients and servers in Azure Database for PostgreSQL, with server certificates issued by trusted CAs. Certificate pinning is a client-side security method restricting trust to a specific certificate, not the default trust store. The server cannot detect if pinning is configured on the client, only observing TLS handshake success or failure. Pinning, though historically used for man-in-the-middle protection, introduces operational fragility, especially during certificate rotations. When server certificates or CAs change, pinned clients experience connection failures. Instead, a CA-based trust model is recommended, trusting root CAs rather than individual certificates. Clients should use standard TLS validation against Azure-documented root CAs and maintain a flexible, up-to-date trust store. PostgreSQL configurations like sslmode=verify-ca or sslmode=verify-full are preferred, as they validate against trusted CAs without implying pinning. During CA rotations, clients should add new root CAs while retaining old ones until the transition is complete. This combined CA approach ensures uninterrupted validation, allowing applications to remain resilient to certificate changes.
https://techcommunity.microsoft.com/t5/microsoft-blog-for-postgresql/tls-certificate-pinning-and-best-practices-in-azure-database-for/ba-p/4531390 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

From hours to minutes: Rethinking Microsoft Intune compliance reporting with the Export API

Managing large device fleets with Microsoft Intune often requires retrieving extensive reporting data, a task ideally suited for the export API. This API facilitates asynchronous export jobs for reports, drastically reducing the number of API calls compared to individual Graph calls. For instance, a nightly job for 50,000 devices, which previously involved 100,000 operational Graph API calls and took 2.5 hours, can now be completed in 15 minutes with only 15 calls using the export API. This significant improvement stems from the export API's ability to generate an entire report server-side, providing a single downloadable file.The old method, using operational Graph APIs, involves enumerating devices and making individual calls for each device's compliance status, leading to frequent throttling, complex threading, and fragility due to numerous failure points. The export API, conversely, follows a simple request-poll-download pattern, eliminating this per-device overhead. The core advantage lies in reducing round-trips rather than data volume, as each API call incurs authentication, TLS setup, and network latency costs. By consolidating data retrieval into a single bulk transfer, the export API minimizes these overheads.This shift delivers substantial benefits for IT administrators, including shorter maintenance windows, reduced code complexity, enhanced reliability, and lower service impact. It also offers scalability, as doubling the device fleet primarily means a larger file download, not an exponential increase in API calls. The output schema remains consistent, ensuring no disruption to downstream systems like dashboards or data warehouses. While the export API is ideal for bulk, scheduled snapshots, operational endpoints are still suitable for real-time, single-device lookups. The key takeaway is to leverage the export API for comprehensive fleet data, transforming a time-consuming process into an efficient, robust operation.
https://techcommunity.microsoft.com/t5/intune-customer-success/from-hours-to-minutes-rethinking-microsoft-intune-compliance/ba-p/4540554 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Publish Copilot Prompts to Your Whole Org in Minutes

Many organizations struggle with Microsoft 365 Copilot adoption because users are not prompt engineers and find the blank screen intimidating. They often type simple queries, are dissatisfied with the results, and stop using the tool. The solution lies in utilizing organizational prompts, an admin setting that allows you to pre-load a library of ready-to-use prompts for your entire organization.These prompts appear across Copilot Chat, Microsoft Edge, and Teams, providing users with a starting point rather than a blank box. To set this up, navigate to the Microsoft 365 admin center, then Copilot, and finally Prompts. You can add prompts individually or import them in bulk via a CSV template, with a limit of 1,000 published prompts.When creating a prompt, you'll define fields like title, display prompt, the actual prompt text, supported apps, department, task type, and language. Departments are free-text filters for users, and task types are predefined by Microsoft to aid filtering. After publishing, it takes about three hours for prompts to appear in the prompt lab, and you can pin up to four important prompts for quick access.The Analytics tab provides valuable insights into prompt usage, helping you identify effective prompts and areas for improvement. Users access these prompts through the Suggested button, the prompt lab, and autosuggest in the Copilot input box. After enabling organizational prompts, it's crucial to inform users about their existence and provide a channel for them to submit successful prompts for inclusion in the library. This feature offers a significant "quick win" for boosting Copilot adoption by giving users the foundation they need to get started effectively.
https://techcommunity.microsoft.com/t5/healthcare-and-life-sciences/publish-copilot-prompts-to-your-whole-org-in-minutes/ba-p/4540555 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

mssql-python v1.12.0: Standalone ODBC package, bulk copy fixes

Microsoft has released version 1.12.0 of the Python Driver for SQL Server. This update introduces a new standalone package, mssql-python-odbc, for ODBC driver binaries. This change addresses previous PyPi space limitations and allows for independent pinning or updating of driver binaries. The mssql-python package now transparently pulls mssql-python-odbc as a dependency.Existing installations will continue to function without code changes, with the native loader preferring the new external package. The update also includes essential bug fixes. Bulk copy operations now correctly honor the connection timeout set in the connect function. This resolves issues for applications dealing with slow or high-latency SQL Server endpoints, allowing them to fail faster or tolerate longer connection times.Additionally, bulk copy operations can now successfully insert data into custom CLR User-Defined Type (UDT) columns. Previously, this resulted in a "Protocol Error" due to an unsupported TDS type. The native core now maps UDT columns to varbinary(max) for streaming, aligning with how other drivers handle UDTs. These improvements enhance the driver's robustness and functionality for various use cases. Users are encouraged to upgrade and contribute to the project on GitHub.
https://techcommunity.microsoft.com/t5/sql-server-blog/mssql-python-v1-12-0-standalone-odbc-package-bulk-copy-fixes/ba-p/4540553 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

What's New in Microsoft Entra: July 2026

The July Microsoft Entra newsletter summarizes recent general availability releases and public previews. General availability features include Microsoft Entra Backup and Recovery, which restores tenant objects, and direct admin assignment to external users via email. BYOD support for Global Secure Access Windows client now allows access from Microsoft Entra-registered devices, while Kerberos key rotation improves authentication reliability. Domainless SAML federation simplifies external user access by removing email domain matching requirements. New public previews enhance AI agent security with Conditional Access and restrict Active Directory group changes to Microsoft Entra provisioning. Generating unique aliases with custom call-outs for attribute transformations is also in preview. Announcements include jailbreak/root detection in Microsoft Authenticator for enhanced security and an improved backup/restore experience for iOS users via iCloud. SCIM APIs are now available in the U.S. Government Cloud, enabling standards-based user and group management. Feedback is encouraged via a Microsoft Form, and readers are directed to blogs and release notes for more information. The newsletter also promotes Microsoft Identity and Access Administrator certification.
https://techcommunity.microsoft.com/t5/microsoft-entra-blog/what-s-new-in-microsoft-entra-july-2026/ba-p/4534631 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Title Plan Update - July 24, 2026

📁July 24, 2026 - Title Plan Now Available Access the latest Instructor-Led Training (ILT) updates anytime at http://aka.ms/Courseware_Title_Plan to ensure you're always working from the most current version.📌 Reminder: To help you stay informed more quickly and consistently, we’ve moved to a weekly publishing cadence for the title plan. This means each update may include fewer changes but ensures you’re always up to date.
https://techcommunity.microsoft.com/t5/ilt-communications-blog/title-plan-update-july-24-2026/ba-p/4540538 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Claude Opus 5 is available today in Microsoft Foundry

Enterprise AI needs to handle complex, long-duration workflows requiring planning and adaptation. Anthropic's Claude Opus 5, now in Microsoft Foundry, is designed for these tasks. This advanced model can work for hours, navigate complex codebases like a senior engineer, and overcome obstacles instead of stalling. It powers long-running agents that can recover from errors and achieve objectives through planning and context maintenance. Opus 5 transforms enterprise knowledge work with deeper reasoning for complex documents and higher accuracy in analyses. It excels in financial workflows, understanding dense filings and contextualizing data across transactions. The model also possesses advanced vision capabilities, enabling it to reason over visual content like charts and diagrams. Furthermore, Opus 5 can interact with software interfaces, automating multi-application workflows. Microsoft Foundry provides an enterprise platform for secure, scalable deployment, including evaluation, governance, and Zero Data Retention compatibility. This integration empowers organizations to confidently build and operate next-generation AI applications.
https://techcommunity.microsoft.com/t5/microsoft-foundry-blog/claude-opus-5-is-available-today-in-microsoft-foundry/ba-p/4535068 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

July update: What’s new in Security for partners

Microsoft is presenting new opportunities for partners to expand their security and AI practices in fiscal year 2027. This month's security partner roundup highlights essential updates, incentives, and skilling resources. Key focuses include evolving data security with Microsoft Purview and integrating AI insights with Microsoft Copilot and Agent 365. Partners are encouraged to attend the MCAPS Start for Partners and Partner GTM Kickoff events for FY27 priorities and go-to-market strategies. Important news includes the consolidation of Microsoft Defender for Cloud Apps DLP into Microsoft Purview by December 2026 and the retirement of Microsoft Defender Threat Intelligence as a standalone product on August 1, 2026. New specializations are emerging, such as Agentic Security and Frontier Partner, to recognize AI expertise. Several promotional offers are extended, including the Microsoft Sentinel 50-GB promotion and a 50% discount on Microsoft Purview Suite for Business Premium, both through December 2026. Updated CSP security add-ons for Entra ID P2 and Defender for Office 365 P2 are now available with simplified pricing. Security partner investments are unified under Frontier Accelerate for Security, streamlining incentives and enabling modular envisioning workshops. Partners can access skilling opportunities, including training for Microsoft Agent 365 and new certification paths, with the AZ-500 certification retiring in August 2026. Microsoft Ignite in November will offer further insights into AI innovation and future developments.
https://techcommunity.microsoft.com/t5/partner-news/july-update-what-s-new-in-security-for-partners/ba-p/4539456 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

mssql-django 1.7.4 Released

The mssql-django 1.7.4 release is now available on PyPI. This update primarily addresses two specific issues within raw and annotated GROUP BY query handling. First, it resolves an IndexError that could occur when GROUP BY queries combined escaped double percent signs, representing a literal percent, with actual parameters. The placeholder rewriting logic has been improved to correctly distinguish between literal '%%' and '%s' placeholders, ensuring these queries now execute without error. Second, the release fixes a NotImplementedError encountered when passing IntegerChoices values into raw GROUP BY queries. The updated type checking mechanism uses isinstance, allowing IntegerChoices parameters to be handled properly, maintaining consistent behavior with boolean and standard integer types. This patch release also includes new regression tests for both escaped percent handling and IntegerChoices in raw GROUP BY queries. Importantly, mssql-django 1.7.4 is a backward-compatible release, introducing no breaking changes for existing users. The developers express gratitude to users who reported these issues, as their feedback enhances the library's reliability. Users encountering problems are encouraged to open issues on the project's GitHub repository. The release notes and PyPI links provide further details.
https://techcommunity.microsoft.com/t5/sql-server-blog/mssql-django-1-7-4-released/ba-p/4540480 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Network connectivity issues on my Windows PC

I'm dealing with persistent network connectivity issues on my Windows PC where my internet connection drops randomly throughout the day, even though other devices on the same network work just fine. I've already tried restarting my router, updating my network drivers, and running the Windows network troubleshooter, but nothing has resolved the problem, so I'm hoping someone here can suggest more advanced diagnostic steps or log files to check.
https://techcommunity.microsoft.com/t5/windows-11/network-connectivity-issues-on-my-windows-pc/m-p/4540283#M45353 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Best PDF compressor software for mac for reducing PDF file size?

Hi all, New to here and really need an solution to my problem. Got a bunch of PDF files on Mac that have ballooned to sizes (~200MB) that make them impossible to email or upload anywhere without hitting file size limits. Most of them are reports and presentations with a lot of embedded images which seems to be the main culprit behind the oversized files. Tried the built-in Preview app on Mac but the compression results are either too aggressive and destroy the quality, or barely make a dent in the file size at all. Online PDF compressor tools have been hit or miss as well — not comfortable uploading confidential documents to random websites. What is the best PDF compressor software for mac  for reducing PDF file size?
https://techcommunity.microsoft.com/t5/windows-11/best-pdf-compressor-software-for-mac-for-reducing-pdf-file-size/m-p/4540276#M45347 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Application crashes or freezing on Windows PC

When using a Windows computer, I encountered a frustrating problem: certain specific applications would suddenly crash or freeze, and this issue occurred more and more frequently across different programs. I have tried basic methods such as restarting the system and reinstalling the affected software, but none of them worked. Therefore, I hope someone can guide me to check the log files or provide a more in-depth solution.
https://techcommunity.microsoft.com/t5/windows-10/application-crashes-or-freezing-on-windows-pc/m-p/4540260#M26222 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Driver conflicts and hardware malfunctions

My Windows computer has encountered a hardware problem. I suspect that driver conflicts might be the cause of the malfunction. Some devices are not functioning properly, showing error messages, losing connection, or exhibiting abnormal behavior even after basic troubleshooting. I would like to know how to identify conflicting drivers, check system logs, update or uninstall problematic drivers, and determine whether the issue is due to software conflicts or actual hardware failures.
https://techcommunity.microsoft.com/t5/windows-10/driver-conflicts-and-hardware-malfunctions/m-p/4540259#M26221 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

System crashes and Blue Screen of Death errors

My PC has been suffering from frequent system crashes and Blue Screen of Death errors, even after I cleaned the dust, reapplied thermal paste, and confirmed all fans are spinning properly. I'm looking for software-based solutions like power plan tweaks or fan curve adjustments, or any Windows settings that could resolve these crashes before I consider replacing hardware.
https://techcommunity.microsoft.com/t5/windows-10/system-crashes-and-blue-screen-of-death-errors/m-p/4540256#M26219 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Excel schreibschutz aufheben – Passwort für geschützte Datei vergessen

Hallo zusammen, ich habe eine ältere Excel-Datei auf meinem PC gefunden, die ich dringend bearbeiten muss. Leider ist das Arbeitsblatt schreibgeschützt und ich kann keine Änderungen vornehmen, weil ein Passwort verlangt wird. Ich weiß leider nicht mehr, ob ich dieses Passwort irgendwann selbst vergeben habe. Ich suche nach einer einfachen Möglichkeit, den Schutz zu entfernen. Gibt es eine sichere Methode, um den excel schreibschutz aufheben zu können oder den excel schreibschutz entfernen zu können, ohne die Datei zu beschädigen? Ich bin noch Anfänger bei Excel und wäre für jeden Tipp oder eine Schritt-für-Schritt-Anleitung sehr dankbar.
https://techcommunity.microsoft.com/t5/windows-11/excel-schreibschutz-aufheben-passwort-f%C3%BCr-gesch%C3%BCtzte-datei/m-p/4540255#M45337 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

How to delete pages from pdf on mac without using Preview?

Hi, I have a PDF file on my Mac that contains some unnecessary pages, and I want to remove them before sharing the document. I only need to delete a few specific pages while keeping the rest of the PDF unchanged. Not very familiar with PDF editing on macOS, so I'm wondering what the easiest method is. Can this be done with built-in apps like Preview, or is a dedicated PDF app required? What is the best way to delete pages from a PDF on Mac while keeping the original quality and formatting? Thank you!
https://techcommunity.microsoft.com/t5/windows-10/how-to-delete-pages-from-pdf-on-mac-without-using-preview/m-p/4540240#M26206 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

A USB speaker in preview mode is suddenly recognized as a Steam Streaming device

I'm not sure if this is related to the Windows Insider update, but the issue didn't appear until today, after last night's update. My USB speakers suddenly aren't being recognized properly and are showing up as Steam Streaming Speakers/Microphone in the sound settings. I've tried the following solutions, but none of them worked: Disable the speakers in Settings Unplugged and replugged the speakers—the indicator lights and beeps work fine, but there’s no sound Checked the BIOS to make sure the audio controller is enabled Disabled/uninstalled the driver in Device Manager, then restarted The problem still hasn’t been resolved. I suspect this might be a glitch caused by a Steam or Windows update. Has anyone else encountered the same issue?
https://techcommunity.microsoft.com/t5/windows-insider-program/a-usb-speaker-in-preview-mode-is-suddenly-recognized-as-a-steam/m-p/4540238#M44568 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

The list of temporary files in the Insider system storage settings cannot be loaded

After updating to the latest Insider Preview build, when I open Settings → System → Storage and tap Temporary files, the list remains in the Calculating... state and fails to display the file types and sizes that can be cleared, making it impossible to free up disk space through system settings. It remains unresponsive even after waiting several minutes.
https://techcommunity.microsoft.com/t5/windows-insider-program/the-list-of-temporary-files-in-the-insider-system-storage/m-p/4540235#M44566 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Yesterday

Designing and implementing Microsoft Agentic DevOps Blueprint Survey Opportunity

Greetings!Microsoft is considering a credential for Designing and implementing Microsoft Agentic DevOps, and we need your input through our exam blueprinting survey. The blueprint determines how many questions each skill in the exam will be assigned. Please complete the online survey by August 5, 2026. Please also feel free to forward the survey to any colleagues you consider subject matter experts for this certification. You may send this to people external to Microsoft as well.If you have any questions, feel free to contact John Sowles at [email protected] or Don Tanedo at [email protected].Designing and implementing Microsoft Agentic DevOps blueprint survey link:https://www.starttest.com/starttest2/startsurvey?programid=187&guid=8156D640-BDCC-44B5-919D-E32F170F8ADFThank you!
https://techcommunity.microsoft.com/t5/skills-hub-discussions/designing-and-implementing-microsoft-agentic-devops-blueprint/m-p/4540188#M7370 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Show you’re a trusted leader in secure AI deployment with the Agentic Security specialization

Differentiate your expertise, build customer trust, and demonstrate readiness to deliver secure AI outcomes as customers move from experimentation to enterprise-wide AI adoption with the Agentic Security specialization, set to launch later in FY27.The Agentic Security specialization provides a clear, credible, and durable market signal that validates a partner's capabilities helping customers strengthen their security posture through AI-powered defense, threat protection, and operational resilience.Whether delivering services, software, or integrated security solutions, partners can earn the specialization to access badging and other key benefits while showcasing their ability to support customers as they strengthen security, improve operational resilience, and scale AI adoption responsibly.
https://techcommunity.microsoft.com/t5/specialization-updates/show-you-re-a-trusted-leader-in-secure-ai-deployment-with-the/ba-p/4540165 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

How partners can lead Frontier Transformation in FY27

Microsoft is empowering its partners to drive business-wide AI transformation for customers. Nicole Dezen highlighted Microsoft's investments in partner capabilities, go-to-market strategies, and co-selling opportunities. These initiatives aim to enable partners to deliver enhanced customer value through AI. Updates for FY27 include new AI skilling programs and specializations. Expanded incentives and Marketplace investments are also part of this strategy. These resources will assist partners in creating unique offerings and scaling their growth in the agentic AI landscape. The goal is to help partners drive AI adoption across customer organizations. Further details are available in the MCAPS Start for Partners FY27 blog. Partners are encouraged to share this announcement across their professional networks. Relevant social media links are provided for amplification.
https://techcommunity.microsoft.com/t5/microsoft-marketplace-community/how-partners-can-lead-frontier-transformation-in-fy27/m-p/4540183#M1723 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Post-Stream Refinement is now generally available in Microsoft Foundry

Post-Stream Refinement (PSR) for Azure AI Speech has reached general availability (GA), offering highly accurate final transcripts without sacrificing instant streaming results. This technology operates by running a second recognition pass in parallel with streaming, replacing initial segments with more accurate versions upon utterance completion. The GA release introduces crucial production capabilities, including diarization for speaker attribution, phrase lists for domain-specific vocabulary, and expanded support to 19 locales across 22 Azure regions. Existing real-time contracts and partial-result streaming remain unchanged; users simply enable refinement by setting a property on their SpeechConfig.Diarization support in PSR ensures that speaker labels are preserved in the refined transcript, making it ideal for meetings, contact centers, and interviews. Phrase lists allow the recognizer to prioritize specific terms, significantly improving accuracy for product names and specialized vocabulary. Internal testing has shown double-digit relative reductions in word error rate, particularly for long utterances and proper nouns. While partial-result latency is unaffected, the final segment may experience a slight increase due to refinement.PSR is now available in 19 locales, including several Indic languages, and across 22 Azure regions in the Americas, Europe, and Asia Pacific. This technology, already powering Microsoft Teams and Microsoft 365 Copilot, brings a production-grade transcription experience to Azure AI Speech customers. To get started, users need Speech SDK 1.50 or later, a Speech resource in a supported region, and the session locale set on the recognizer.A 'PostRefinement' option needs to be set in the SpeechConfig, and optional phrase lists can be added. For scenarios involving multiple languages or code-switching, a Multilingual PSR public preview is available. However, for a known session locale with phrase lists and diarization, the Monolingual GA path is recommended. This release offers a significant leap in transcription quality for Azure AI Speech applications with a minimal configuration change.
https://techcommunity.microsoft.com/t5/microsoft-foundry-blog/post-stream-refinement-is-now-generally-available-in-microsoft/ba-p/4540174 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

For the first time, real-time transcription goes multilingual

Azure AI Speech has released Multilingual Post-Stream Refinement into public preview. This new feature removes the previous requirement of pre-selecting a single language for real-time transcription. It allows a single stream to automatically detect and transcribe multiple languages within the same session. This is a significant advancement as real-world speech often involves code-switching between languages.The refined transcript offers improved accuracy without increasing initial streaming latency. Internal testing shows an approximate 10% relative reduction in word error rate on average across Tier-1 locales. It provides even greater reductions for challenging content like long utterances and proper nouns. The system supports automatic language detection for 25 languages across 29 market locales.This public preview is available in six Azure regions. Users can leverage this feature with Speech SDK 1.50 or later and a speech resource in a supported region. Enabling it involves a simple configuration change to the SpeechConfig. This enhancement is particularly beneficial for applications that store or process final transcripts. Customers in various industries have already reported positive transcription quality gains. Feedback is encouraged as the feature moves toward general availability.
https://techcommunity.microsoft.com/t5/microsoft-foundry-blog/for-the-first-time-real-time-transcription-goes-multilingual/ba-p/4539089 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Introducing MAI-Image-2.5 Pro and MAI-Voice-2 Flash in Microsoft Foundry

Microsoft is expanding its AI model family to offer customers more choice based on specific workload needs. Developers and enterprises seek models optimized for either high quality or responsiveness and cost-efficiency. Today, Microsoft introduces two new additions: MAI-Image-2.5 Pro and MAI-Voice-2 Flash.MAI-Image-2.5 Pro is a high-fidelity image generation model designed for professional creative workflows requiring visual accuracy and control. It excels in scenarios like campaign asset creation, product photography, and storyboarding where object consistency and adherence to creative intent are crucial. This model prioritizes fidelity over throughput, making it ideal for producing polished, professional assets with minimal editing.MAI-Voice-2 Flash is a new low-latency text-to-speech model built for real-time voice applications where speed is paramount. It offers faster response times and greater cost efficiency in over 15 languages. This model is suited for call center agents, conversational voice assistants, and interactive voice response systems to create more natural and immediate user experiences.The choice between MAI-Image-2.5 Pro and its predecessor, MAI-Image-2.5, depends on the need for maximum fidelity and creative quality versus throughput. Similarly, MAI-Voice-2 Flash is for scenarios prioritizing low latency and responsiveness, whereas MAI-Voice-2 focuses more on voice identity. MAI-Image-2.5 Pro is accessible through Microsoft Foundry, and MAI-Voice-2 Flash is available via Azure Speech.
https://techcommunity.microsoft.com/t5/microsoft-foundry-blog/introducing-mai-image-2-5-pro-and-mai-voice-2-flash-in-microsoft/ba-p/4539446 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Changing the engine while the plane is flying: migrating 60,000 apps under live load

Azure Logic Apps Consumption Integration Accounts were powered by approximately 60,000 Azure Functions apps running on older runtimes. The team successfully migrated all these applications to the newer Functions v4 runtime without requiring any customer action. This was achieved through a meticulous, multi-stage approach designed to ensure compatibility and minimize disruption.The core strategy involved shadowing, where real production traffic was routed to both the old and new runtimes concurrently. This allowed for direct comparison of every single result without the unproven path affecting customers. A key aspect was establishing a robust parity bar, ensuring that 100% of eligible traffic was analyzed to differentiate genuine bugs from inherently nondeterministic workloads.Any real divergences detected were meticulously fixed before any traffic was shifted. The rollout was progressive and reversible, meaning traffic was gradually moved region by region based on traffic hashing. A crucial feature was the ability to roll back the entire migration through a simple configuration change, taking effect within minutes.The retirement of the old applications was handled with extreme care. The old apps were stopped first, followed by a significant observation period before they were permanently deleted. This phased approach ensured that any unforeseen issues could be addressed without impacting customers.This complex migration was possible because Microsoft owned and operated the underlying compute infrastructure. The durable customer data, such as agreements and schemas, remained untouched, and the actions performed were pure transforms. This control plane allowed for parallel execution and comparison of both runtimes.The primary challenge was not the new runtime itself, but proving its compatibility with the existing customer workloads. The legacy runtimes were nearing end-of-life, posing increasing risks. The move to Azure Functions v4, with its isolated worker model, represented a significant architectural shift.Standard lighter-weight migration options like in-place upgrades or simple deployment slots were deemed insufficient due to the host model change and the scale of the operation across 60,000 applications. The migration ensured no customer-visible disruption, although a small number of customers encountered a brief edge case under heavy load before a rollback was initiated. The team absorbed the complexity to provide a seamless experience for their customers.
https://techcommunity.microsoft.com/t5/azure-integration-services-blog/changing-the-engine-while-the-plane-is-flying-migrating-60-000/ba-p/4539443 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Modernize SAP Identity Management with Microsoft Entra

Organizations are modernizing their SAP identity management by shifting from on-premises systems to cloud strategies. Microsoft Entra and SAP have enhanced their integrations to simplify connecting SAP identities with the broader application landscape. These updates automate user lifecycle changes, enforce consistent access policies, and improve governance across SAP and non-SAP applications. Key new features include more flexible provisioning with SAP Cloud Identity Services, support for custom user attributes, and account discovery. OAuth 2.0 client credentials secure service-to-service communication between the two platforms. A significant integration connects Microsoft Entra ID Governance with SAP Identity Access Governance for unified business role management. This creates a centralized identity control plane, enabling automated joiner, mover, and leaver processes. SAP Cloud Identity Services, now more flexible with Microsoft Entra, centralizes authentication and provisioning. The integration enhances governance by allowing requests for SAP business roles within Microsoft Entra access packages. Beyond identity, Microsoft offers other security capabilities for SAP, including data discovery, endpoint protection, incident detection, and response acceleration. These advancements support an identity-first Zero Trust strategy for SAP environments.
https://techcommunity.microsoft.com/t5/microsoft-entra-blog/modernize-sap-identity-management-with-microsoft-entra/ba-p/4528596 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Coming soon: the Frontier Partner specialization

The Frontier Partner specialization in the Microsoft AI Cloud Partner Program recognizes partners skilled in AI agents. This specialization is one of two Frontier-focused offerings, highlighting expertise across Microsoft's AI stack. Partners achieving this will demonstrate deep AI agent capabilities to customers. They will also receive benefits like enhanced visibility and co-sell opportunities. Additionally, eligible partners will gain access to agent prepurchase credits and advanced licensing. Go-to-market resources and dedicated support are also provided through the program. Enrollment for this specialization opens later in fiscal year 2027. To qualify, partners must meet three core requirements simultaneously. These include holding four specific prerequisite specializations, demonstrating advanced skilling with particular badges and certifications, and passing a third-party audit. The audit validates a partner's end-to-end delivery capability for AI agents.
https://techcommunity.microsoft.com/t5/specialization-updates/coming-soon-the-frontier-partner-specialization/ba-p/4540152 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

The Linebreakers: Where MVPs, Music, and Community Take the Stage

The Linebreakers are a global group of technologists and musicians who create programming-themed parody songs inspired by familiar tunes. They started in 2016 with a song questioning the number of JavaScript frameworks set to Billy Joel's "We Didn't Start the Fire." The band's performances celebrate developer culture with humor and musicianship, playing at conferences and meetups worldwide. Fellow technologists joined the group organically, creating a flexible international lineup. Their songs cover a wide range of tech topics, from APIs and agile estimation to AI and feature creep. The performances are deeply rooted in the conference experience, offering a unique connection to the audience's shared context. Despite members being spread globally, they practice individually and synchronize their performances. The group demonstrates a strong commitment to craft, ensuring their comedy is never at the expense of quality. Their work has also benefited members professionally, improving media production skills and fostering a sense of shared humanity in tech. The Linebreakers remind us that technical community thrives on laughter, shared references, and unexpected collaborations. Their story invites others to embrace the creative and often strange aspects of the technology industry.
https://techcommunity.microsoft.com/t5/microsoft-mvp-program-blog/the-linebreakers-where-mvps-music-and-community-take-the-stage/ba-p/4540169 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Introducing Kubernetes-Native Policy Validation with CEL and VAP in Azure Policy

Azure Policy for Kubernetes now integrates with Gatekeeper and native Kubernetes Validating Admission Policy (VAP) using Common Expression Language (CEL). This integration, leveraging Kubernetes 1.30's VAP, offers a more efficient and reliable in-process policy enforcement. It reduces latency for admission decisions, simplifies constraint template creation, and enables stronger fail-close behavior. Users retain Azure Policy's benefits like centralized assignment, scope management, and safe rollout controls. Previously, Azure Policy relied on OPA Rego-based evaluation through an admission webhook. The new approach uses CEL, a lightweight language designed for Kubernetes validation, allowing policies to run inside the Kubernetes API server. This in-tree evaluation enhances reliability by removing dependence on external services. Azure Policy acts as the governance layer, while CEL provides the validation logic. To implement a CEL policy, you create a CEL constraint template, which is then packaged inside an Azure Policy definition. An example demonstrates limiting deployment replicas to five using this two-layered approach. The constraint template defines the validation logic, and the Azure Policy definition wraps it with governance features. The policy is assigned to AKS clusters, and compliance is monitored through the Azure Policy console. This feature requires Kubernetes v1.30 or later and the Azure Policy add-on for Kubernetes.
https://techcommunity.microsoft.com/t5/azure-governance-and-management/introducing-kubernetes-native-policy-validation-with-cel-and-vap/ba-p/4534585 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Help partners convert more trials into revenue with enhanced Marketplace capabilities

New enhanced trial capabilities in Microsoft Marketplace are now available, helping software development companies accelerate customer acquisition, improve trial-to-paid conversion rates, and gain deeper visibility into trial performance. With expanded support for SaaS offers, including metered, per-user, and flat-rate pricing models, partners can give customers more opportunities to evaluate solutions through a trusted, self-service Marketplace experience.The latest enhancements introduce configurable SaaS trial durations from 1–180 days, simplified trial management, improved solution discoverability through dedicated trial badges and filters, and actionable analytics within Partner Center Insights. Partners can track free trials, monitor conversion trends, and optimize their Marketplace growth strategy using data-driven insights. Learn how these new capabilities can help you reach more customers, reduce operational overhead, and turn customer interest into revenue. Learn more about the enhanced trial capabilities
https://techcommunity.microsoft.com/t5/microsoft-marketplace-community/help-partners-convert-more-trials-into-revenue-with-enhanced/m-p/4540166#M1722 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

🏆 Agents League: Celebrating the Builders Who Made Agents Battle for Glory

The Agents League hackathon, part of AI Skills Fest 2026, celebrated developers building agentic AI. Tens of thousands participated, showcasing innovation across various categories. Afterlogin: The Hunt won Best Overall for its creative security training simulation. StudyMate was recognized for its gamified learning experience using personal notes. DELPHAI excelled in reasoning by employing an 11-agent council for verification. Archon provided financial intelligence within Microsoft Teams, demonstrating enterprise integration. Special awards highlighted innovation in IQ tools, accessibility, social good, and student projects. Key engineering lessons include the power of multi-agent orchestration over monolithic prompts and the importance of meeting users in existing workflows. Rigorous testing and accessibility-first design were also identified as crucial differentiators. The event featured live Reactor battles for real-time learning and provided extensive skilling playlists on AI Skills Navigator. Crucially, future participants are advised to prioritize demo videos and public repositories as essential submission components.
https://techcommunity.microsoft.com/t5/educator-developer-blog/agents-league-celebrating-the-builders-who-made-agents-battle/ba-p/4538007 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

1 million documents to 300+agents: Building an enterprise-scale Microsoft 365 Copilot connector

Microsoft built a large-scale Microsoft 365 Copilot connector to make internal documentation accessible as grounded context within Copilot experiences. This connector aims to bridge the gap where trusted enterprise knowledge often resides in underutilized portals. The connector's true power lies not in ingestion, but in enabling content availability across various Copilot features like Copilot Chat and Copilot in Microsoft 365 apps. It also empowers users to build custom Copilot Studio agents scoped to the connector's content without additional development effort. Transitioning from a prototype to a production-ready connector revealed critical gaps in tenant configuration, security and compliance readiness, discoverability, and shared throttling limits. Early validation of tenant configuration is essential, addressing issues like cross-tenant data flow and ownership gaps. Security and compliance readiness, including threat modeling and privacy reviews, required significant upfront effort. Content discoverability is a challenge as connector content may not be prioritized over emails and user files by default. Designing for throttling and shared limits is crucial, requiring robust retry logic and monitoring for ingestion slowdowns. The architecture emphasizes separating source content from ingestion compute for easier retries, monitoring, and evolution. Iterative schema design significantly improved retrieval quality, and secure authentication and deployment patterns were implemented for consistency.
https://techcommunity.microsoft.com/t5/microsoft-365-copilot-blog/1-million-documents-to-300-agents-building-an-enterprise-scale/ba-p/4540155 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Announcing public preview of Azure DDoS Protection custom policy

Azure DDoS Protection has launched a public preview of a new custom policy feature, offering users more control over attack detection and mitigation. This new capability allows customers to fine-tune mitigation behavior and configure protocol-specific detection thresholds for protected workloads. It addresses the need for organizations with unique traffic characteristics, such as latency-sensitive applications or predictable traffic spikes, to customize protection. Advantages include granular control over TCP, UDP, and TCP SYN traffic thresholds, enabling alignment with anticipated traffic changes during events. The feature maintains flexibility while benefiting from Azure's global-scale mitigation infrastructure and allows per-resource policy management for different environments. Customers also retain full operational visibility through existing Azure Monitor and DDoS Protection telemetry. Deployment and management of custom policies are available through the Azure portal, supporting Standard Load Balancer frontend IP configurations. Current limitations include support only for Standard Load Balancer frontend IPs and no PowerShell support. Users should carefully select thresholds based on anticipated traffic baselines, starting with conservative changes and validating behavior in lower environments. While custom policies disable autotuning for configured protocols, autotuning remains active where no custom threshold is set. This enhancement provides an optional override to Azure DDoS Protection's existing automatic and adaptive engine.
https://techcommunity.microsoft.com/t5/azure-networking-blog/announcing-public-preview-of-azure-ddos-protection-custom-policy/ba-p/4538963 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Apple Mail EWS sync intermittent after EwsEnabled=True + AppID allow list

A user on a small Microsoft 365 Business tenant experiences intermittent email syncing issues with Apple Mail on macOS, despite a healthy connection displayed by Connection Doctor. New mail appears on the user's iPhone/iPad via ActiveSync but not on their Mac. This problem recurs every 1-3 days, even after temporary resolutions.Troubleshooting steps included verifying autodiscover, enabling EWS at the mailbox and organization levels, and configuring EwsAllowedAppIDs for Apple. The Mac Mail account was fully re-added, and network-related factors were ruled out.A second mailbox on the same tenant, using Apple Mail on a different Mac, does not exhibit this issue, suggesting it's not a tenant-wide problem. The user speculates if the issue is related to Microsoft's ongoing EWS disruption testing or differences in EWS handling between macOS versions.The user also seeks advice on additional tenant-side checks, such as throttling policies, CAS mailbox settings, or conditional access rules, that might apply per-mailbox. They are willing to provide diagnostic data to help resolve the problem before EWS is phased out.
https://techcommunity.microsoft.com/t5/exchange/apple-mail-ews-sync-intermittent-after-ewsenabled-true-appid/m-p/4540157#M17342 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23

Partner Blog | Navigating the next era of hosting: Your playbook is here

Hosting and hybrid cloud partners are currently navigating significant infrastructure transitions. In a May blog, we explored why changes in virtualization licensing, rising infrastructure costs, and evolving customer expectations are creating both pressure and opportunity for hosting businesses. Now the conversation shifts from understanding the opportunity to taking action. It is about evolution without disruption: preserving what works, modernizing where it matters, and growing into higher-value services with Microsoft Adaptive Cloud. That is why we created the new e-book, Navigating the Next Era of Hosting. It is a practical guide for hosting partners looking to protect margins, retain customer trust, and define a clear modernization path across Azure, hybrid, and AI-ready scenarios. From awareness to actionHosting partners are already fielding more complex customer conversations. Customers want flexibility across on-premises, edge, partner datacenter, and public cloud environments. They want consistent management, built-in security, stronger governance, and clear modernization options without being forced into a single destination or timeline. At the same time, many partners are reevaluating long-standing platform strategies. Licensing changes, evolving commercial models, and rising infrastructure costs are prompting new questions about margin predictability, platform control, and long-term differentiation. This is where action matters. Partners that move early can shape the conversation with customers instead of reacting to it. You can explain what will stay consistent, where modernization can begin, and how customers can retain choice while preparing for what comes next.Continue reading here
https://techcommunity.microsoft.com/t5/partner-news/partner-blog-navigating-the-next-era-of-hosting-your-playbook-is/ba-p/4539853 techcommunity.microsoft.com
RSS Hunter RSS Hunter • Jul 23