From cceed63c21a0f1385b1e0b63b245854fe4f42265 Mon Sep 17 00:00:00 2001 From: Olufunke Moronfolu Date: Thu, 9 Jul 2026 14:36:49 +0200 Subject: [PATCH 1/5] Add AI Log Summary feature and update release notes --- .../maia-operate/_index.md | 17 +++++ .../maia-operate/ai-log-summary.md | 68 +++++++++++++++++++ .../en/docs/releasenotes/deployment/_index.md | 2 +- .../deployment/mendix-cloud/_index.md | 8 +++ .../partials/landingpage/latest-releases.html | 2 +- 5 files changed, 95 insertions(+), 2 deletions(-) create mode 100644 content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md create mode 100644 content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md new file mode 100644 index 00000000000..837d93003e7 --- /dev/null +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md @@ -0,0 +1,17 @@ +--- +title: "Maia Operate" +url: /developerportal/deploy/maia-operate/ +description: "Describes Maia Operate, which provides AI assistance for operating Mendix applications running on Mendix Cloud." +weight: 14 +no_list: false +description_list: true +--- + +## Introduction + +Operating a production application requires continuous monitoring of its health and behavior. This often involves reviewing logs, investigating errors, and understanding application activity over time. + +Maia Operate simplifies these operational tasks by using data already available in Mendix Cloud to provide AI-powered insights into your running application. It helps you understand incidents more quickly, reduce investigation time, and spend less effort on routine operational work. + + +## Documents in This Category diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md new file mode 100644 index 00000000000..bcca9c71a0c --- /dev/null +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md @@ -0,0 +1,68 @@ +--- +title: "AI Log Summary" +url: /developerportal/deploy/maia-operate/ai-log-summary/ +description: "Describes the AI Log Summary feature, which provides a daily AI-generated digest of application log activity for Mendix applications running on Mendix Cloud." +weight: 10 +--- + +## Introduction + +AI Log Summary is a feature of Maia Operate that provides an AI-generated daily digest of your application's log activity for a single Mendix environment. By analyzing the previous 24 hours of log data, it generates a summary of error patterns, application lifecycle events, and security signals, giving you a quick operational overview without the need to manually download or review raw log files. + +Summaries are generated on demand and are intended to help identify areas that may require further investigation. They provide a starting point for troubleshooting and should be used alongside the underlying log data, not as a replacement for it. + + +{{% alert color="info" %}} +AI Log Summary is available for Mendix applications running on Kubernetes clusters. +{{% /alert %}} + +## Prerequisites + +To use AI Log Summary, you must have **Access to Monitoring** permission for the environment. For more information, refer to [Node Permissions](/developerportal/deploy/node-permissions/#access-to-monitoring). + +## Generating a Log Summary {#generate} + +To generate an AI Log Summary: + +1. Open your app in [Apps](https://sprintr.home.mendix.com/). +2. Go to the **Environments** page. +3. In the **Overview** tab, locate the target environment. +4. Click **Explain**. + +Analysis typically takes 10–30 seconds. AI Log Summary displays a progress indicator while the analysis is running. + +{{% alert color="info" %}} +AI Log Summary is currently not available in Mendix Cloud Africa (Cape Town). +{{% /alert %}} + +## Understanding the Summary {#understand} + +When the AI analysis is complete, the summary opens in a read-only window. It is presented in plain language, which can be copied for use in tickets or documentation. It includes the following sections: + +* **Status overview** – a snapshot of application health, including uptime, total error count and security events +* **Timeline of events** – a chronological view of significant lifecycle events, such as startup and shutdown events, critical errors, deployments, and configuration changes +* **Error analysis** – errors grouped by pattern, with occurrence counts and the timeframe in which they appeared +* **Security signals** – patterns in HTTP access logs that may indicate unusual activity, such as repeated failed authentication attempts or suspected probes + +{{% alert color="warning" %}} +Summaries are best-effort and may miss edge cases or omit patterns that appear infrequently in the log data. Always verify findings against the raw log data before taking action. Do not use summaries as the sole basis for application changes, compliance decisions, or security assessments. +{{% /alert %}} + +## Limitations {#limitations} + +* **Kubernetes clusters only** – AI Log Summary is only available for apps running on Kubernetes clusters. It is not available for apps running on Mendix Cloud V3 or other non-Kubernetes environments. +* **Application logs only** – logs from external services are not analyzed. Only logs generated by your Mendix application are included in the summary. +* **Structured logging required** – summary quality depends on the verbosity and structure of your application's logs. Applications with minimal or unstructured logging will produce less detailed summaries. + +## Data Handling {#data-handling} + +Only a redacted, structured payload is sent to the language model for inference. For EU-region clusters, inference is processed within the EU. + +AI Log Summary does not store summary output. Summaries are returned synchronously and are not retained by the service. + +Log retention follows the existing log retention policies for your environment, independent of this feature. For more information, refer to the [Rotation and Retention Schedule](/developerportal/operate/logs/#retention-schedule) section of *Logs*. + +## Read More + +* [Logs](/developerportal/operate/logs/) +* [Monitoring Your Mendix Apps](/developerportal/operate/monitoring-application-health/) diff --git a/content/en/docs/releasenotes/deployment/_index.md b/content/en/docs/releasenotes/deployment/_index.md index d3f473009bc..976fb575e29 100644 --- a/content/en/docs/releasenotes/deployment/_index.md +++ b/content/en/docs/releasenotes/deployment/_index.md @@ -15,7 +15,7 @@ Follow the links in the table below to see the release notes you want: | Type of Deployment | Last Updated | | --- | --- | -| [Mendix Cloud](/releasenotes/developer-portal/mendix-cloud/) | June 28, 2026 | +| [Mendix Cloud](/releasenotes/developer-portal/mendix-cloud/) | July 16, 2026 | | [Mendix on Kubernetes](/releasenotes/developer-portal/mendix-for-private-cloud/) | June 11, 2026 | | [Mendix on Azure](/releasenotes/developer-portal/mendix-on-azure/) | July 2, 2026 | | [SAP Business Technology Platform (SAP BTP)](/releasenotes/developer-portal/sap-cloud-platform/) | September 28, 2025 | diff --git a/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md b/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md index 672569c1f2d..4f02fea6f96 100644 --- a/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md +++ b/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md @@ -14,6 +14,14 @@ Mendix Cloud deployments are also dependent on the latest version of the [Mendix For information on the current status of deployment to Mendix Cloud and any planned releases, refer to [Mendix Status](https://status.mendix.com/). +## July 2026 + +### July 16, 2026 + +#### New Features + +* AI Log Summary is now available on the **Environments** page. It provides an overview of your application's log activity from the previous 24 hours, including error patterns, lifecycle events, and security signals. For more information, refer to [AI Log Summary](/developerportal/deploy/maia-operate/ai-log-summary/). + ## June 2026 ### June 28, 2026 diff --git a/layouts/partials/landingpage/latest-releases.html b/layouts/partials/landingpage/latest-releases.html index 7c72b4b7a8f..931a6c726af 100644 --- a/layouts/partials/landingpage/latest-releases.html +++ b/layouts/partials/landingpage/latest-releases.html @@ -14,7 +14,7 @@

Latest Releases

  • Deployment -

    June 28, 2026

    +

    July 16, 2026

  • Catalog Release 2.150.0 From ff45c8c89a3ccb3ce53aa73cdf5f7e5966f298be Mon Sep 17 00:00:00 2001 From: Olufunke Moronfolu Date: Thu, 9 Jul 2026 14:56:07 +0200 Subject: [PATCH 2/5] Fix URL in AI Log Summary documentation and update reference in release notes --- .../mendix-cloud-deploy/maia-operate/ai-log-summary.md | 2 +- content/en/docs/releasenotes/deployment/mendix-cloud/_index.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md index bcca9c71a0c..16d6bc968fe 100644 --- a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md @@ -1,6 +1,6 @@ --- title: "AI Log Summary" -url: /developerportal/deploy/maia-operate/ai-log-summary/ +url: /developerportal/maia-operate/ai-log-summary/ description: "Describes the AI Log Summary feature, which provides a daily AI-generated digest of application log activity for Mendix applications running on Mendix Cloud." weight: 10 --- diff --git a/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md b/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md index 4f02fea6f96..1962c276f26 100644 --- a/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md +++ b/content/en/docs/releasenotes/deployment/mendix-cloud/_index.md @@ -20,7 +20,7 @@ For information on the current status of deployment to Mendix Cloud and any plan #### New Features -* AI Log Summary is now available on the **Environments** page. It provides an overview of your application's log activity from the previous 24 hours, including error patterns, lifecycle events, and security signals. For more information, refer to [AI Log Summary](/developerportal/deploy/maia-operate/ai-log-summary/). +* AI Log Summary is now available on the **Environments** page. It provides an overview of your application's log activity from the previous 24 hours, including error patterns, lifecycle events, and security signals. For more information, refer to [AI Log Summary](/developerportal/maia-operate/ai-log-summary/). ## June 2026 From 1626bbcfec908b6a37347a5f675eb14318291710 Mon Sep 17 00:00:00 2001 From: Olufunke Moronfolu Date: Thu, 9 Jul 2026 15:30:31 +0200 Subject: [PATCH 3/5] Update AI Log Summary documentation to clarify beta status and limitations --- .../maia-operate/ai-log-summary.md | 17 +++++------------ 1 file changed, 5 insertions(+), 12 deletions(-) diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md index 16d6bc968fe..bb4dc7929ac 100644 --- a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md @@ -3,17 +3,20 @@ title: "AI Log Summary" url: /developerportal/maia-operate/ai-log-summary/ description: "Describes the AI Log Summary feature, which provides a daily AI-generated digest of application log activity for Mendix applications running on Mendix Cloud." weight: 10 +beta: true --- +{{% alert color="warning" %}} +This feature is in Public Beta. For more information, see [Release Status](/releasenotes/release-status/). +{{% /alert %}} ## Introduction AI Log Summary is a feature of Maia Operate that provides an AI-generated daily digest of your application's log activity for a single Mendix environment. By analyzing the previous 24 hours of log data, it generates a summary of error patterns, application lifecycle events, and security signals, giving you a quick operational overview without the need to manually download or review raw log files. Summaries are generated on demand and are intended to help identify areas that may require further investigation. They provide a starting point for troubleshooting and should be used alongside the underlying log data, not as a replacement for it. - {{% alert color="info" %}} -AI Log Summary is available for Mendix applications running on Kubernetes clusters. +AI Log Summary is only available for apps running on Kubernetes clusters. It is not available for apps running on Mendix Cloud V3 or other non-Kubernetes environments. {{% /alert %}} ## Prerequisites @@ -48,18 +51,8 @@ When the AI analysis is complete, the summary opens in a read-only window. It is Summaries are best-effort and may miss edge cases or omit patterns that appear infrequently in the log data. Always verify findings against the raw log data before taking action. Do not use summaries as the sole basis for application changes, compliance decisions, or security assessments. {{% /alert %}} -## Limitations {#limitations} - -* **Kubernetes clusters only** – AI Log Summary is only available for apps running on Kubernetes clusters. It is not available for apps running on Mendix Cloud V3 or other non-Kubernetes environments. -* **Application logs only** – logs from external services are not analyzed. Only logs generated by your Mendix application are included in the summary. -* **Structured logging required** – summary quality depends on the verbosity and structure of your application's logs. Applications with minimal or unstructured logging will produce less detailed summaries. - ## Data Handling {#data-handling} -Only a redacted, structured payload is sent to the language model for inference. For EU-region clusters, inference is processed within the EU. - -AI Log Summary does not store summary output. Summaries are returned synchronously and are not retained by the service. - Log retention follows the existing log retention policies for your environment, independent of this feature. For more information, refer to the [Rotation and Retention Schedule](/developerportal/operate/logs/#retention-schedule) section of *Logs*. ## Read More From c4c046ebb7f19cc2860ec2bb197c127c035ad78f Mon Sep 17 00:00:00 2001 From: Olufunke Moronfolu Date: Fri, 10 Jul 2026 10:43:22 +0200 Subject: [PATCH 4/5] Refine AI Log Summary documentation for clarity and accuracy --- .../mendix-cloud-deploy/maia-operate/_index.md | 3 +-- .../maia-operate/ai-log-summary.md | 18 +++++++----------- 2 files changed, 8 insertions(+), 13 deletions(-) diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md index 837d93003e7..1d2e1eca318 100644 --- a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/_index.md @@ -11,7 +11,6 @@ description_list: true Operating a production application requires continuous monitoring of its health and behavior. This often involves reviewing logs, investigating errors, and understanding application activity over time. -Maia Operate simplifies these operational tasks by using data already available in Mendix Cloud to provide AI-powered insights into your running application. It helps you understand incidents more quickly, reduce investigation time, and spend less effort on routine operational work. - +Maia Operate simplifies these operational tasks by using data already available in Mendix Cloud to provide AI-powered insights into your running application. It helps you resolve incidents more quickly, reduce investigation time, and spend less effort on routine operational work. ## Documents in This Category diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md index bb4dc7929ac..5007bce074d 100644 --- a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md @@ -9,14 +9,15 @@ beta: true {{% alert color="warning" %}} This feature is in Public Beta. For more information, see [Release Status](/releasenotes/release-status/). {{% /alert %}} + ## Introduction -AI Log Summary is a feature of Maia Operate that provides an AI-generated daily digest of your application's log activity for a single Mendix environment. By analyzing the previous 24 hours of log data, it generates a summary of error patterns, application lifecycle events, and security signals, giving you a quick operational overview without the need to manually download or review raw log files. +AI Log Summary is a feature of Maia Operate that provides an AI-generated overview of your application's log activity for a single Mendix environment. By analyzing the previous 24 hours of log data, it generates a summary of error patterns, application lifecycle events, and security signals, giving you a quick operational overview without the need to manually download or review raw log files. Summaries are generated on demand and are intended to help identify areas that may require further investigation. They provide a starting point for troubleshooting and should be used alongside the underlying log data, not as a replacement for it. {{% alert color="info" %}} -AI Log Summary is only available for apps running on Kubernetes clusters. It is not available for apps running on Mendix Cloud V3 or other non-Kubernetes environments. +AI Log Summary is currently not available in Mendix Cloud Africa (Cape Town). {{% /alert %}} ## Prerequisites @@ -27,17 +28,12 @@ To use AI Log Summary, you must have **Access to Monitoring** permission for the To generate an AI Log Summary: -1. Open your app in [Apps](https://sprintr.home.mendix.com/). -2. Go to the **Environments** page. -3. In the **Overview** tab, locate the target environment. -4. Click **Explain**. +1. Open your app in [Mendix Cloud](https://cloud.home.mendix.com). +2. In the **Overview** tab, locate the target environment. +3. Click **Explain**. Analysis typically takes 10–30 seconds. AI Log Summary displays a progress indicator while the analysis is running. -{{% alert color="info" %}} -AI Log Summary is currently not available in Mendix Cloud Africa (Cape Town). -{{% /alert %}} - ## Understanding the Summary {#understand} When the AI analysis is complete, the summary opens in a read-only window. It is presented in plain language, which can be copied for use in tickets or documentation. It includes the following sections: @@ -48,7 +44,7 @@ When the AI analysis is complete, the summary opens in a read-only window. It is * **Security signals** – patterns in HTTP access logs that may indicate unusual activity, such as repeated failed authentication attempts or suspected probes {{% alert color="warning" %}} -Summaries are best-effort and may miss edge cases or omit patterns that appear infrequently in the log data. Always verify findings against the raw log data before taking action. Do not use summaries as the sole basis for application changes, compliance decisions, or security assessments. +Summaries are AI-generated and may miss edge cases or omit patterns that appear infrequently in the log data. Always verify findings against the raw log data before taking action. Do not use summaries as the sole basis for application changes, compliance decisions, or security assessments. {{% /alert %}} ## Data Handling {#data-handling} From 44e91ebfb9d890af46041561958a64e424a5ef76 Mon Sep 17 00:00:00 2001 From: Olufunke Moronfolu Date: Fri, 10 Jul 2026 10:53:50 +0200 Subject: [PATCH 5/5] update links for log summary --- .../mendix-cloud-deploy/maia-operate/ai-log-summary.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md index 5007bce074d..e7d869230d2 100644 --- a/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md +++ b/content/en/docs/deployment/mendix-cloud-deploy/maia-operate/ai-log-summary.md @@ -24,7 +24,7 @@ AI Log Summary is currently not available in Mendix Cloud Africa (Cape Town). To use AI Log Summary, you must have **Access to Monitoring** permission for the environment. For more information, refer to [Node Permissions](/developerportal/deploy/node-permissions/#access-to-monitoring). -## Generating a Log Summary {#generate} +## Generating a Log Summary {#generate-log-summary} To generate an AI Log Summary: @@ -34,7 +34,7 @@ To generate an AI Log Summary: Analysis typically takes 10–30 seconds. AI Log Summary displays a progress indicator while the analysis is running. -## Understanding the Summary {#understand} +## Understanding the Log Summary {#understand-log-summary} When the AI analysis is complete, the summary opens in a read-only window. It is presented in plain language, which can be copied for use in tickets or documentation. It includes the following sections: