# audit

Published articles for audit.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Fixed release schedule scrapped (old schedule restored)

DevFeed: [Fixed release schedule scrapped (old schedule restored)](<https://devfeed.tech/articles/fixed-release-schedule-scrapped-old-schedule-restored-41364.md>)

Original publisher: [Read original article](<https://libreboot.org/news/resolutions.html>)

Author: Leah Rowe

Published: 2026-09-17T16:33:13.815653Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [releases](<https://devfeed.tech/topics/releases.md>), [audit](<https://devfeed.tech/topics/audit.md>), [builds](<https://devfeed.tech/topics/builds.md>), [ci](<https://devfeed.tech/topics/ci.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [ci](<https://devfeed.tech/tags/ci.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [linux](<https://devfeed.tech/tags/linux.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [releases](<https://devfeed.tech/tags/releases.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot has abandoned its fixed annual release schedule after skipping the June 2026 release and deciding to skip December 2026. The next release is expected sometime in 2027. The project is also considering automated build and release testing, potentially through CI and regular snapshot builds, while continuing an audit and simplification of its build system.

### Source excerpt

Article: Fixed release schedule scrapped (old schedule restored) Web link: https://libreboot.org/news/resolutions.html

## Libreboot Build System Audit 6

DevFeed: [Libreboot Build System Audit 6](<https://devfeed.tech/articles/libreboot-build-system-audit-6-32666.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit6.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [POSIX](<https://devfeed.tech/topics/posix.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [Code](<https://devfeed.tech/topics/code.md>), [releases](<https://devfeed.tech/topics/releases.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [code](<https://devfeed.tech/tags/code.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [return](<https://devfeed.tech/tags/return.md>), [shell](<https://devfeed.tech/tags/shell.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article reports on the sixth audit of Libreboot's lbmk build system. It describes code cleanup, bug fixes, feature changes, and a reduction from 1,482 to 1,109 lines of shell script, a 25% decrease, between the Libreboot 20240612 release and the 19 July 2024 revision.

### Source excerpt

Article: Libreboot Build System Audit 6 Web link: https://libreboot.org/news/audit6.html

## Libreboot 20240612 released!

DevFeed: [Libreboot 20240612 released!](<https://devfeed.tech/articles/libreboot-20240612-released-32717.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20240612.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: release

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [releases](<https://devfeed.tech/topics/releases.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [UEFI](<https://devfeed.tech/topics/uefi.md>), [x86](<https://devfeed.tech/topics/x86.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Arm](<https://devfeed.tech/topics/arm.md>)

Tags: [arm](<https://devfeed.tech/tags/arm.md>), [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [boot](<https://devfeed.tech/tags/boot.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

Libreboot 20240612 is a stable bugfix release of the open-source BIOS/UEFI firmware distribution. It fixes bugs from the previous release, incorporates changes from the fifth build-system audit, and adds minor build-system features and fixes.

### Source excerpt

Article: Libreboot 20240612 released! Web link: https://libreboot.org/news/libreboot20240612.html

## Libreboot 20241206, 8th revision released! ThinkPad T480 backlight keys fixed, Pico 2 serprog support, other fixes

DevFeed: [Libreboot 20241206, 8th revision released! ThinkPad T480 backlight keys fixed, Pico 2 serprog support, other fixes](<https://devfeed.tech/articles/libreboot-20241206-8th-revision-released-thinkpad-t480-backlight-keys-fixed-pico-2-serprog-support-other-fixes-32722.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20241206rev8.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: release

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [releases](<https://devfeed.tech/topics/releases.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [UEFI](<https://devfeed.tech/topics/uefi.md>), [audit](<https://devfeed.tech/topics/audit.md>), [x86](<https://devfeed.tech/topics/x86.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [arm](<https://devfeed.tech/tags/arm.md>), [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [thunderbolt](<https://devfeed.tech/tags/thunderbolt.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

Libreboot 20241206 revision 8 is presented as a near-new release with more than 100 changes since revision 7. The release fixes ThinkPad T480 backlight keys, adds Pico 2 serprog support, and includes early changes from the seventh Libreboot Build System Audit. It also documents firmware distribution and other fixes.

### Source excerpt

Article: Libreboot 20241206, 8th revision released! ThinkPad T480 backlight keys fixed, Pico 2 serprog support, other fixes Web link: https://libreboot.org/news/libreboot20241206rev8.html

## Libreboot Build System Audit 4

DevFeed: [Libreboot Build System Audit 4](<https://devfeed.tech/articles/libreboot-build-system-audit-4-32664.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit4.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [Code](<https://devfeed.tech/topics/code.md>), [coding style](<https://devfeed.tech/topics/coding-style.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build](<https://devfeed.tech/tags/build.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coding-style](<https://devfeed.tech/tags/coding-style.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [patches](<https://devfeed.tech/tags/patches.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article reviews the fourth audit of the Libreboot build system, lbmk, covering code cleanup, generalization, new features, and bug fixes. It reports a reduction from 1,744 to 1,618 shell-script SLOC and a corresponding 7.22% decrease in complexity, while functionality increased.

### Source excerpt

Article: Libreboot Build System Audit 4 Web link: https://libreboot.org/news/audit4.html

## Libreboot Build System Audit 2

DevFeed: [Libreboot Build System Audit 2](<https://devfeed.tech/articles/libreboot-build-system-audit-2-32662.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit2.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [Development](<https://devfeed.tech/topics/development.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [Code](<https://devfeed.tech/topics/code.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [build](<https://devfeed.tech/tags/build.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [code](<https://devfeed.tech/tags/code.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [development](<https://devfeed.tech/tags/development.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [error-handling](<https://devfeed.tech/tags/error-handling.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [general](<https://devfeed.tech/tags/general.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [shell](<https://devfeed.tech/tags/shell.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article reports on a completed audit of Libreboot's build system, lbmk, as of 11 September 2023. It describes bug fixes, improved documentation and error handling, fewer scripts, unified logic, and a reduction in shell source lines from 3,388 to 2,644, or 22%.

### Source excerpt

Article: Libreboot Build System Audit 2 Web link: https://libreboot.org/news/audit2.html

## Libreboot build system audit plus next-release plans

DevFeed: [Libreboot build system audit plus next-release plans](<https://devfeed.tech/articles/libreboot-build-system-audit-plus-next-release-plans-32661.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [releases](<https://devfeed.tech/topics/releases.md>), [C](<https://devfeed.tech/topics/c.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [c](<https://devfeed.tech/tags/c.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [shell](<https://devfeed.tech/tags/shell.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot reports that more than 200 changes have been made to its lbmk automated build system since the previous release. The article describes an audit, extensive testing, cleanup, and ongoing work toward a future release.

### Source excerpt

Article: Libreboot build system audit plus next-release plans Web link: https://libreboot.org/news/audit.html

## Libreboot Build System Audit 5

DevFeed: [Libreboot Build System Audit 5](<https://devfeed.tech/articles/libreboot-build-system-audit-5-32665.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit5.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [opensource](<https://devfeed.tech/topics/opensource.md>), [boot](<https://devfeed.tech/topics/boot.md>), [POSIX](<https://devfeed.tech/topics/posix.md>), [ide](<https://devfeed.tech/topics/ide.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [clean-code](<https://devfeed.tech/tags/clean-code.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [linux](<https://devfeed.tech/tags/linux.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [operating-systems](<https://devfeed.tech/tags/operating-systems.md>), [posix](<https://devfeed.tech/tags/posix.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article describes the fifth audit of Libreboot's lbmk build system, covering changes made since the Libreboot 20240504 release. It reports a reduction in shell-script size, bug fixes, feature changes, and improvements aimed at cleaner and more efficient code.

### Source excerpt

Article: Libreboot Build System Audit 5 Web link: https://libreboot.org/news/audit5.html

## Libreboot Build System Audit 3

DevFeed: [Libreboot Build System Audit 3](<https://devfeed.tech/articles/libreboot-build-system-audit-3-32663.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit3.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [maintenance](<https://devfeed.tech/topics/maintenance.md>), [Error Handling](<https://devfeed.tech/topics/error-handling.md>), [Shell](<https://devfeed.tech/topics/shell.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [audits](<https://devfeed.tech/tags/audits.md>), [bios](<https://devfeed.tech/tags/bios.md>), [bug](<https://devfeed.tech/tags/bug.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [error-handling](<https://devfeed.tech/tags/error-handling.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [integrity](<https://devfeed.tech/tags/integrity.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [safety](<https://devfeed.tech/tags/safety.md>), [threading](<https://devfeed.tech/tags/threading.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article reports on Libreboot Build System Audit 3, focusing on the lbmk build system. It describes improved error handling, bug fixes, efficiency improvements, reduced complexity, stronger vendor-file integrity checks, and broader use of multithreading. The audit reduced the build system from 2,644 to 1,744 shell-script source lines compared with the previous audit, without reducing functionality.

### Source excerpt

Article: Libreboot Build System Audit 3 Web link: https://libreboot.org/news/audit3.html

## AI Agent Governance: Why It Belongs in Your Platform

DevFeed: [AI Agent Governance: Why It Belongs in Your Platform](<https://devfeed.tech/articles/ai-agent-governance-why-it-belongs-in-your-platform-31420.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/governance-is-the-platform-problem-worth-solving>)

Author: Prateek Mittal

Published: 2026-09-16T20:28:57.610955Z

Content type: article

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [observability](<https://devfeed.tech/topics/observability.md>), [audit](<https://devfeed.tech/topics/audit.md>), [test](<https://devfeed.tech/topics/test.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [pull-requests](<https://devfeed.tech/topics/pull-requests.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [audit](<https://devfeed.tech/tags/audit.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [governance](<https://devfeed.tech/tags/governance.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [test](<https://devfeed.tech/tags/test.md>)

### AI overview

Engineering leaders from Yelp, Platformable, and Harness argue that AI agent governance must be automated, continuously enforced, and built into the platform rather than left to policy documents. The article discusses audit trails, agent-to-agent access controls, experiment tracking, testing, latency monitoring, rollback paths, and observability for agent-driven changes.

### Source excerpt

Engineering leaders from Yelp, Platformable, and Harness explain why AI agent governance has to be built into the platform, not a policy doc. | Blog

## Native Splunk brings real-time insights to Cisco Nexus One

DevFeed: [Native Splunk brings real-time insights to Cisco Nexus One](<https://devfeed.tech/articles/native-splunk-brings-real-time-insights-to-cisco-nexus-one-31399.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/datacenter/native-splunk-brings-real-time-insights-to-cisco-nexus-one>)

Author: David Keith

Published: 2026-09-16T15:00:59Z

Content type: release

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [Nexus Dashboard](<https://devfeed.tech/topics/nexus-dashboard.md>), [observability](<https://devfeed.tech/topics/observability.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Security](<https://devfeed.tech/topics/security.md>), [sensitive data](<https://devfeed.tech/topics/sensitive-data.md>), [audit](<https://devfeed.tech/topics/audit.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [audit](<https://devfeed.tech/tags/audit.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [cisco-nexus-dashboard](<https://devfeed.tech/tags/cisco-nexus-dashboard.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [data-center-networking](<https://devfeed.tech/tags/data-center-networking.md>), [network](<https://devfeed.tech/tags/network.md>), [nexus-one](<https://devfeed.tech/tags/nexus-one.md>), [observability](<https://devfeed.tech/tags/observability.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [sensitive-data](<https://devfeed.tech/tags/sensitive-data.md>), [splunk](<https://devfeed.tech/tags/splunk.md>), [troubleshooting](<https://devfeed.tech/tags/troubleshooting.md>)

### AI overview

Cisco describes native Splunk embedded in Cisco Nexus Dashboard as an on-premises analytics and observability capability for data center and AI workloads. It processes telemetry locally, correlates network, security, configuration, and audit data, and provides dashboards, searches, and alerts for troubleshooting, data sovereignty, compliance, and cost efficiency.

### Source excerpt

Discover how native Splunk embedded in Cisco Nexus Dashboard delivers real-time analytics, faster troubleshooting, and on-premises data sovereignty for modern data center and AI workloads.

## tota11y - an accessibility visualization toolkit

DevFeed: [tota11y - an accessibility visualization toolkit](<https://devfeed.tech/articles/tota11y-an-accessibility-visualization-toolkit-27413.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/tota11y.htm>)

Author: Khan Academy

Published: 2015-06-08T22:00:00Z

Content type: release

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Chrome](<https://devfeed.tech/topics/chrome.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [accessibility-testing](<https://devfeed.tech/tags/accessibility-testing.md>), [audit](<https://devfeed.tech/tags/audit.md>), [browser](<https://devfeed.tech/tags/browser.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [linter](<https://devfeed.tech/tags/linter.md>), [news](<https://devfeed.tech/tags/news.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tests](<https://devfeed.tech/tags/tests.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [unit-tests](<https://devfeed.tech/tags/unit-tests.md>), [visualization](<https://devfeed.tech/tags/visualization.md>), [web](<https://devfeed.tech/tags/web.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>)

### AI overview

Khan Academy announces tota11y, an accessibility visualization toolkit designed to make manual accessibility testing easier for developers. The article describes its development and use of browser-based annotations to help teams understand and fix accessibility issues.

### Source excerpt

By Jordan Scales Today we're releasing tota11y (on GitHub), an accessibility visualization toolkit that aims to reduce the ... Read more

## How to tell agent traffic from user traffic

DevFeed: [How to tell agent traffic from user traffic](<https://devfeed.tech/articles/how-to-tell-agent-traffic-from-user-traffic-31434.md>)

Original publisher: [Read original article](<https://workos.com/blog/identifying-agent-traffic>)

Author: WorkOS

Published: 2026-09-16T00:00:00Z

Content type: tutorial

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [JSON Web Tokens](<https://devfeed.tech/topics/jwt.md>), [audit trail](<https://devfeed.tech/topics/audit-trail.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Security](<https://devfeed.tech/topics/security.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [audit](<https://devfeed.tech/tags/audit.md>), [audit-trail](<https://devfeed.tech/tags/audit-trail.md>), [auth](<https://devfeed.tech/tags/auth.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [logs](<https://devfeed.tech/tags/logs.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This tutorial explains how to distinguish agent traffic from user traffic in access and audit logs. It describes identifying agent tokens with a claim, separating the acting agent from the delegating user, and recording both identities so automated changes can be queried accurately.

### Source excerpt

Your access logs probably say a person did something an agent did. Four claims fix that, and one of them exists for exactly this purpose.

## How to study for the MCPA security and governance domain

DevFeed: [How to study for the MCPA security and governance domain](<https://devfeed.tech/articles/how-to-study-for-the-mcpa-security-and-governance-domain-31437.md>)

Original publisher: [Read original article](<https://workos.com/blog/mcpa-certification-security-and-governance>)

Author: WorkOS

Published: 2026-09-16T00:00:00Z

Content type: tutorial

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Security](<https://devfeed.tech/topics/security.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [OAuth](<https://devfeed.tech/topics/oauth.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [audit](<https://devfeed.tech/tags/audit.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [oauth](<https://devfeed.tech/tags/oauth.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

A study guide for the security and governance domain of the Model Context Protocol Associate exam. It explains trust boundaries, token audience validation, token handling between MCP servers and upstream APIs, and the distinction between consent and authorization.

### Source excerpt

Security and governance is 24% of the new Model Context Protocol Associate exam. Here is what each competency actually covers in the 2026-07-28 spec, and the distinctions candidates get wrong.

## Is Agentic now tailors its audit by site type

DevFeed: [Is Agentic now tailors its audit by site type](<https://devfeed.tech/articles/is-agentic-now-tailors-its-audit-by-site-type-26925.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/is-agentic-report-categories>)

Author: Rich Haines

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [App](<https://devfeed.tech/topics/app.md>), [API](<https://devfeed.tech/topics/api.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Error Handling](<https://devfeed.tech/topics/error-handling.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [app](<https://devfeed.tech/tags/app.md>), [audit](<https://devfeed.tech/tags/audit.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [error-handling](<https://devfeed.tech/tags/error-handling.md>), [sdk](<https://devfeed.tech/tags/sdk.md>)

### AI overview

Is Agentic reports now support four site-type views: Docs & content, Business, App, and Commerce. The selected view changes which checks are highlighted, while scores remain comparable and unchanged.

### Source excerpt

Is Agentic reports now let you view your checks through one of four site types: Docs & content, Business, App, or Commerce. For example, the Commerce view highlights payment and checkout standards like x402, UCP, and ACP, while the App view highlights API discovery, authentication, error handling, and SDK support. Your score stays the same in every view, and you can change views on an existing report without rescanning. Only the highlighted checks change, so you can focus on what matters for your kind of site while keeping scores comparable across sites. To set the default view, add a single meta tag to your page's <head>: Set the value to match your site type: content for Docs & content business for Business app for App store for Commerce The tag only sets which view readers see first. It doesn't add points or change your score. If no type is declared, Is Agentic infers one and shows which type it chose. Run a check at is-agentic.com or read the documentation. Read more

## CISA's Logging Reference Architecture for OMB M-26-14: What federal agencies should do next

DevFeed: [CISA's Logging Reference Architecture for OMB M-26-14: What federal agencies should do next](<https://devfeed.tech/articles/cisa-s-logging-reference-architecture-for-omb-m-26-14-what-federal-agencies-should-do-next-30890.md>)

Original publisher: [Read original article](<https://www.elastic.co/blog/cisa-logging-omb-m-26-14>)

Author: Woody Walton

Published: 2026-09-16T00:00:00Z

Content type: article

Language: en

Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack](<https://devfeed.tech/sources/elastic-blog-elasticsearch-kibana-and-elk-stack.md>)

Topics: [cisa](<https://devfeed.tech/topics/cisa.md>), [Logging](<https://devfeed.tech/topics/logging.md>), [cybersecurity and infrastructure security agency](<https://devfeed.tech/topics/cybersecurity-and-infrastructure-security-agency.md>), [log management](<https://devfeed.tech/topics/log-management.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [implementation](<https://devfeed.tech/topics/implementation.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [audit](<https://devfeed.tech/tags/audit.md>), [cisa](<https://devfeed.tech/tags/cisa.md>), [cybersecurity-and-infrastructure-security-agency](<https://devfeed.tech/tags/cybersecurity-and-infrastructure-security-agency.md>), [cybersecurity-open-source-standards-log-management-government](<https://devfeed.tech/tags/cybersecurity-open-source-standards-log-management-government.md>), [government](<https://devfeed.tech/tags/government.md>), [implementation](<https://devfeed.tech/tags/implementation.md>), [logging](<https://devfeed.tech/tags/logging.md>), [logs](<https://devfeed.tech/tags/logs.md>), [public-sector](<https://devfeed.tech/tags/public-sector.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This Elastic blog explains CISA's Logging Reference Architecture for OMB M-26-14 and the actions federal civilian executive branch agencies must take. It highlights planning and maturity deadlines, recommends assessing existing capabilities and documenting gaps, and discusses storage tiers, retrieval, immutability, and audit requirements.

### Source excerpt

Now that CISA has released its Logging Reference Architecture (LRA) for OMB M-26-14, federal agencies tasked to complete their logging plans. In this blog, we walk you through the most important aspects of the LRA guidance.

## And the winners are: Announcing the results of the OpenSearch Agent Skills Hackathon

DevFeed: [And the winners are: Announcing the results of the OpenSearch Agent Skills Hackathon](<https://devfeed.tech/articles/and-the-winners-are-announcing-the-results-of-the-opensearch-agent-skills-hackathon-26237.md>)

Original publisher: [Read original article](<https://opensearch.org/blog/and-the-winners-are-announcing-the-results-of-the-opensearch-agent-skills-hackathon/>)

Author: James McIntyre

Published: 2026-09-14T23:00:09Z

Content type: article

Language: en

Sources: [OpenSearch](<https://devfeed.tech/sources/opensearch.md>)

Topics: [Agent Skills](<https://devfeed.tech/topics/agent-skills.md>), [Hackathon](<https://devfeed.tech/topics/hackathon.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [audit](<https://devfeed.tech/tags/audit.md>), [blog](<https://devfeed.tech/tags/blog.md>), [github](<https://devfeed.tech/tags/github.md>), [hackathon](<https://devfeed.tech/tags/hackathon.md>), [latency](<https://devfeed.tech/tags/latency.md>), [opensearch](<https://devfeed.tech/tags/opensearch.md>), [root-cause-analysis](<https://devfeed.tech/tags/root-cause-analysis.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

This OpenSearch article announces the winners of the OpenSearch Agent Skills Hackathon. It describes the competition requirements and judging criteria, then highlights the first-place Unclosed skill, which performs auditable log root-cause analysis through premise audits, hypothesis trees, and closure checks.

### Source excerpt

Meet the three winners of the OpenSearch Agent Skills Hackathon. Their skills tackle log root-cause analysis, GDPR compliance, and slow-query diagnostics, all built read-only, fully auditable, and shipped with real evaluation. The post And the winners are: Announcing the results of the OpenSearch Agent Skills Hackathon appeared first on OpenSearch.

## The hard part of an MCP gateway is auth

DevFeed: [The hard part of an MCP gateway is auth](<https://devfeed.tech/articles/the-hard-part-of-an-mcp-gateway-is-auth-16029.md>)

Original publisher: [Read original article](<https://workos.com/blog/mcp-gateway-hard-part-is-auth>)

Author: WorkOS

Published: 2026-09-11T15:22:28Z

Content type: opinion

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [auth](<https://devfeed.tech/tags/auth.md>), [github](<https://devfeed.tech/tags/github.md>), [integration](<https://devfeed.tech/tags/integration.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-gateway](<https://devfeed.tech/tags/mcp-gateway.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [salesforce](<https://devfeed.tech/tags/salesforce.md>), [scopes](<https://devfeed.tech/tags/scopes.md>), [slack](<https://devfeed.tech/tags/slack.md>), [warehouse](<https://devfeed.tech/tags/warehouse.md>)

### AI overview

The article examines Sierra's internal MCP gateway and argues that its most difficult challenges are authentication, identity, per-tool scopes, consent, and audit rather than MCP protocol design. It also discusses integration work and the lack of standardized gateway behavior.

### Source excerpt

Sierra's MCP gateway iceberg is a field report on agent auth: identity, per-tool scopes, consent, and audit are the submerged mass, and they ship off the shelf.

## SCIM directory sync: A deep dive into deprovisioning

DevFeed: [SCIM directory sync: A deep dive into deprovisioning](<https://devfeed.tech/articles/scim-directory-sync-a-deep-dive-into-deprovisioning-16057.md>)

Original publisher: [Read original article](<https://workos.com/blog/scim-directory-sync-deprovisioning-deep-dive>)

Author: WorkOS

Published: 2026-09-08T00:00:00Z

Content type: article

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Protocol (disambiguation)](<https://devfeed.tech/topics/protocol.md>), [Security](<https://devfeed.tech/topics/security.md>), [Parser](<https://devfeed.tech/topics/parser.md>), [Entra ID](<https://devfeed.tech/topics/entra-id.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [deep-dive](<https://devfeed.tech/tags/deep-dive.md>), [filter](<https://devfeed.tech/tags/filter.md>), [protocol](<https://devfeed.tech/tags/protocol.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [reconciliation](<https://devfeed.tech/tags/reconciliation.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This deep dive explains how SCIM directory deprovisioning reaches applications, why identity providers commonly deactivate users instead of deleting them, and how provider-specific payloads and missed events can create security risks. It covers normalization, reconciliation, session termination, and inspecting provider requests.

### Source excerpt

What actually happens when a user is removed: the event your app receives, the directories that never send one, and how to catch what gets dropped.

## When the action succeeds and the audit write doesn't

DevFeed: [When the action succeeds and the audit write doesn't](<https://devfeed.tech/articles/when-the-action-succeeds-and-the-audit-write-doesn-t-16002.md>)

Original publisher: [Read original article](<https://workos.com/blog/audit-log-write-reliability>)

Author: WorkOS

Published: 2026-09-04T00:00:00Z

Content type: article

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Logging](<https://devfeed.tech/topics/logging.md>), [systems](<https://devfeed.tech/topics/systems.md>), [payload](<https://devfeed.tech/topics/payload.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [distributed-transaction](<https://devfeed.tech/tags/distributed-transaction.md>), [logging](<https://devfeed.tech/tags/logging.md>), [metric](<https://devfeed.tech/tags/metric.md>), [retry](<https://devfeed.tech/tags/retry.md>)

### AI overview

The article examines why audit logs can become unreliable when an application performs an action and writes its audit record as separate operations. It describes silent gaps, phantom events, and duplicate events caused by failures, ordering, and retries, emphasizing that audit records must remain trustworthy evidence.

### Source excerpt

When the action succeeds and the log write fails, you get a gap that nothing alerts on. Here is the write path that closes it.

## Your AI agent shouldn't inherit your admin's permissions

DevFeed: [Your AI agent shouldn't inherit your admin's permissions](<https://devfeed.tech/articles/your-ai-agent-shouldn-t-inherit-your-admin-s-permissions-16058.md>)

Original publisher: [Read original article](<https://workos.com/blog/scoping-ai-agent-permissions>)

Author: WorkOS

Published: 2026-09-03T00:00:00Z

Content type: release

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Authorization](<https://devfeed.tech/topics/authorization.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [audit](<https://devfeed.tech/tags/audit.md>), [auth](<https://devfeed.tech/tags/auth.md>), [permission](<https://devfeed.tech/tags/permission.md>)

### AI overview

The article explains how WorkOS Agent Auth limits delegated AI agent sessions using both the invoking user's permissions and an agent definition's permission ceiling. It describes delegated and autonomous agents, along with reusable definitions, allowed invokers, and session lifetimes.

### Source excerpt

Delegated agent sessions are now capped by the user and the agent definition at once, which closes a gap we couldn't close a few months ago.

## ISO 42001 Evidence: What Auditors Ask For

DevFeed: [ISO 42001 Evidence: What Auditors Ask For](<https://devfeed.tech/articles/iso-42001-evidence-what-auditors-ask-for-29720.md>)

Original publisher: [Read original article](<https://goteleport.com/blog/iso-42001-audit-evidence/>)

Author: info@goteleport.com (Preet Dhatt)

Published: 2026-09-03T00:00:00Z

Content type: article

Language: en

Sources: [Teleport](<https://devfeed.tech/sources/teleport.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [data-governance](<https://devfeed.tech/topics/data-governance.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Requirements](<https://devfeed.tech/topics/requirements.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-development](<https://devfeed.tech/tags/ai-development.md>), [article](<https://devfeed.tech/tags/article.md>), [audit](<https://devfeed.tech/tags/audit.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [data-governance](<https://devfeed.tech/tags/data-governance.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [eu](<https://devfeed.tech/tags/eu.md>), [iso](<https://devfeed.tech/tags/iso.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [requirements](<https://devfeed.tech/tags/requirements.md>)

### AI overview

This article explains what auditors look for in ISO 42001 evidence and how organizations can connect access, approvals, infrastructure, CI/CD activity, releases, and production changes into an evidence trail. It also discusses monitoring, human oversight, third-party access, and data governance within an AI Management System.

### Source excerpt

Prepare ISO 42001 audit evidence that proves your controls work in practice.

## Auditing an AI setup and keeping key components independent of providers

DevFeed: [Auditing an AI setup and keeping key components independent of providers](<https://devfeed.tech/articles/your-ai-provider-can-change-the-deal-on-you-here-s-the-5-prompt-audit-i-run-to-stay-ready-40087.md>)

Original publisher: [Read original article](<https://natesnewsletter.substack.com/p/switch-ai-providers>)

Author: Nate

Published: 2026-09-02T13:01:35Z

Content type: opinion

Language: en

Sources: [Nate's Substack](<https://devfeed.tech/sources/nate-s-substack.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [audit](<https://devfeed.tech/topics/audit.md>), [prompt](<https://devfeed.tech/topics/prompt.md>), [test](<https://devfeed.tech/topics/test.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [audit](<https://devfeed.tech/tags/audit.md>), [plan](<https://devfeed.tech/tags/plan.md>), [prompt](<https://devfeed.tech/tags/prompt.md>), [setup](<https://devfeed.tech/tags/setup.md>), [test](<https://devfeed.tech/tags/test.md>)

### AI overview

The article discusses a $600-plus AI setup, components kept outside individual providers, and a test used to evaluate expensive plans.

### Source excerpt

My $600-plus AI setup, what I keep outside every provider, and the test each expensive plan has to pass.

## Representative Line: So Much Room

DevFeed: [Representative Line: So Much Room](<https://devfeed.tech/articles/representative-line-so-much-room-28512.md>)

Original publisher: [Read original article](<https://thedailywtf.com/articles/so-much-room>)

Author: Remy Porter

Published: 2026-09-01T06:30:00Z

Content type: article

Language: en

Sources: [The Daily WTF](<https://devfeed.tech/sources/the-daily-wtf.md>)

Topics: [audit](<https://devfeed.tech/topics/audit.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [representative-line](<https://devfeed.tech/tags/representative-line.md>)

### AI overview

A representative comment was truncated because its audit text field was sized too narrowly, with the missing content apparently lost during a careless merge.

### Source excerpt

Today's representative comment ran out of room. int maxLen = getColumnSize(session, "audit", "text_value1") - 16; // Leave some room for No, it isn't continued on the next line and just got trimmed out, except perhaps by a careless merge. This is the entire comment. Clearly, written by David Chase, the creator of "The Sopranos". There are so many things we might be leaving room for. We could leave some room for dessert. Leave some room for activities. Leave some room for the holy spirit. Leave some room for improvisation. [Advertisement] ProGet's got you covered with security and access controls on your NuGet feeds. Learn more.

[Next page](<https://devfeed.tech/tags/audit.md?cursor=WyIyMDI2LTA5LTAxVDA2OjMwOjAwKzAwOjAwIiwgIjhhOTY2NThiLWUzMDMtNDBjNC05MjkyLWZjOGIxYTg2MDJiNyJd>)