# Duo

Published articles for Duo.

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## Co-Create: Building GitLab with our users

DevFeed: [Co-Create: Building GitLab with our users](<https://devfeed.tech/articles/co-create-building-gitlab-with-our-users-86.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/co-create-h1-2026/>)

Author: Isa Huerga

Published: 2026-09-10T00:00:00Z

Content type: article

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [GitLab](<https://devfeed.tech/topics/gitlab.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Scala](<https://devfeed.tech/topics/scala.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [Cloud APIs](<https://devfeed.tech/topics/cloud-apis.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [co-created](<https://devfeed.tech/tags/co-created.md>), [community](<https://devfeed.tech/tags/community.md>), [contributors](<https://devfeed.tech/tags/contributors.md>), [duo](<https://devfeed.tech/tags/duo.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [rest-api](<https://devfeed.tech/tags/rest-api.md>), [scala](<https://devfeed.tech/tags/scala.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

GitLab users collaborated through the Co-Create program on product improvements delivered in the first half of 2026, including API extensions, CI/CD capabilities, Scala support for AI-powered code understanding, security controls, and integration flexibility.

### Source excerpt

GitLab users bring firsthand experience of the workflows they want to improve. Through our Co-Create program, they collaborate directly with us to design, build, and deliver product improvements that benefit more teams. In the first half of 2026, our users helped us extend APIs, add CI/CD capabilities, expand language support for AI-powered code understanding, strengthen security controls, increase the flexibility of integrations, and make GitLab easier to use and understand. Co-Create gives customers a direct path from a real-world challenge to a product improvement. Customers collaborate with us on the problem and solution, and help deliver the change. Unlike a feedback-only model, this puts real workflow context into the product development process. It creates a shorter path from need to value while helping us validate improvements in real conditions and extend their benefits to more GitLab users. "Over ten years ago, we set out to build code.siemens.com, our internal coding platform based on GitLab, which today serves close to 100,000 people. We've run and scaled the platform with a tiny team, guided by a 'for developers, from developers' philosophy. We co-created hundreds of features such as x509/gpg signed commits, protected container/packages, and project and social features such as follow users, allowing us to strengthen the security and collaboration culture at the scale of Siemens." -- Roger Meier, Distinguished Engineer, Siemens From a specific need to a shared improvement Some of the best product improvements start with a specific, real-world need. GitLab contributors helped us address the following needs: Making Scala codebases understandable to Orbit and GitLab Duo Giving security administrators a way to enforce Secret Push Protection across an entire instance Letting high-throughput teams configure merge train pipeline limits Showing the platforms supported by multi-architecture images Providing screen reader users with more context on documentation pa

## Black Hat USA 2026: Building the Agentic SOC, One Live Event at a Time

DevFeed: [Black Hat USA 2026: Building the Agentic SOC, One Live Event at a Time](<https://devfeed.tech/articles/black-hat-usa-2026-building-the-agentic-soc-one-live-event-at-a-time-8414.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/security/bhusa-2026-soc/>)

Author: Jessica (Bair) Oppenheimer

Published: 2026-09-07T15:00:58Z

Content type: article

Language: en

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

Topics: [Detection engineering](<https://devfeed.tech/topics/detection-engineering.md>), [SIEM, Security, Observability](<https://devfeed.tech/topics/siem-security-observability.md>), [Threat Hunting & Intel](<https://devfeed.tech/topics/threat-hunting-intel.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [NOC](<https://devfeed.tech/topics/noc.md>), [Malware](<https://devfeed.tech/topics/malware.md>)

Tags: [agentic-soc](<https://devfeed.tech/tags/agentic-soc.md>), [black-hat](<https://devfeed.tech/tags/black-hat.md>), [cisco-secure-access](<https://devfeed.tech/tags/cisco-secure-access.md>), [cisco-talos](<https://devfeed.tech/tags/cisco-talos.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [duo](<https://devfeed.tech/tags/duo.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [malware](<https://devfeed.tech/tags/malware.md>), [network-operations-center](<https://devfeed.tech/tags/network-operations-center.md>), [noc](<https://devfeed.tech/tags/noc.md>), [security](<https://devfeed.tech/tags/security.md>), [security-operations-center](<https://devfeed.tech/tags/security-operations-center.md>), [soc](<https://devfeed.tech/tags/soc.md>), [splunk-cloud](<https://devfeed.tech/tags/splunk-cloud.md>), [splunk-enterprise-security](<https://devfeed.tech/tags/splunk-enterprise-security.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [thousandeyes](<https://devfeed.tech/tags/thousandeyes.md>)

### AI overview

Cisco describes its work protecting the Black Hat USA 2026 network alongside NOC leaders and technology partners. The team combined security telemetry and workflows to support visibility, detection engineering, threat hunting, malware analysis, AI protection, and Agentic SOC development.

### Source excerpt

Cisco is the Security Cloud Provider for the Black Hat conferences. Learn about the latest innovations for the Agentic SOC.

## Thrown into the SOC: A Black Hat First-Timer's Story

DevFeed: [Thrown into the SOC: A Black Hat First-Timer's Story](<https://devfeed.tech/articles/thrown-into-the-soc-a-black-hat-first-timer-s-story-8410.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/security/bhusa-2026-soc-first-timer/>)

Author: Danny Rodriguez

Published: 2026-09-07T15:00:54Z

Content type: article

Language: en

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

Topics: [Incident response](<https://devfeed.tech/topics/incident-response.md>), [incident](<https://devfeed.tech/topics/incident.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [black-hat](<https://devfeed.tech/tags/black-hat.md>), [cisco-secure-access](<https://devfeed.tech/tags/cisco-secure-access.md>), [cisco-talos](<https://devfeed.tech/tags/cisco-talos.md>), [cisco-xdr](<https://devfeed.tech/tags/cisco-xdr.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [duo](<https://devfeed.tech/tags/duo.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [incident](<https://devfeed.tech/tags/incident.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [network-operations-center](<https://devfeed.tech/tags/network-operations-center.md>), [noc](<https://devfeed.tech/tags/noc.md>), [security](<https://devfeed.tech/tags/security.md>), [security-operations-center](<https://devfeed.tech/tags/security-operations-center.md>), [soc](<https://devfeed.tech/tags/soc.md>), [splunk-cloud](<https://devfeed.tech/tags/splunk-cloud.md>), [splunk-enterprise-security](<https://devfeed.tech/tags/splunk-enterprise-security.md>), [tools](<https://devfeed.tech/tags/tools.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

A first-time SOC analyst reflects on a short Black Hat NOC rotation, focusing on evidence-based alert triage, uncertainty, and how AI agents can help investigators ask better questions.

### Source excerpt

A Black Hat SOC analyst shares how agentic workflows, Splunk ES, packet evidence, and human mentorship accelerated triage & investigation in the NOC/SOC.

## Troubleshooting Wi-Fi at Black Hat USA 2026 with ThousandEyes

DevFeed: [Troubleshooting Wi-Fi at Black Hat USA 2026 with ThousandEyes](<https://devfeed.tech/articles/troubleshooting-wi-fi-at-black-hat-usa-2026-with-thousandeyes-8405.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/security/bhusa-2026-noc-thousandeyes/>)

Author: Alex Guckin

Published: 2026-09-07T15:00:39Z

Content type: article

Language: en

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

Topics: [Network Operations Center](<https://devfeed.tech/topics/network-operations-center.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [Duo](<https://devfeed.tech/topics/duo.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [black-hat](<https://devfeed.tech/tags/black-hat.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [dns](<https://devfeed.tech/tags/dns.md>), [duo](<https://devfeed.tech/tags/duo.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [network-operations-center](<https://devfeed.tech/tags/network-operations-center.md>), [noc](<https://devfeed.tech/tags/noc.md>), [operations](<https://devfeed.tech/tags/operations.md>), [security](<https://devfeed.tech/tags/security.md>), [security-operations-center](<https://devfeed.tech/tags/security-operations-center.md>), [soc](<https://devfeed.tech/tags/soc.md>), [splunk-cloud](<https://devfeed.tech/tags/splunk-cloud.md>), [splunk-enterprise-security](<https://devfeed.tech/tags/splunk-enterprise-security.md>), [thousandeyes](<https://devfeed.tech/tags/thousandeyes.md>)

### AI overview

A behind-the-scenes account of using ThousandEyes monitoring nodes and dashboards to troubleshoot Wi-Fi performance and roaming issues in the Black Hat USA 2026 Network Operations Center.

### Source excerpt

A behind-the-scenes look at troubleshooting Wi-Fi in the Black Hat USA 2026 Network Operations Center with ThousandEyes.

## Making room for what's next in the GitLab UI

DevFeed: [Making room for what's next in the GitLab UI](<https://devfeed.tech/articles/making-room-for-what-s-next-in-the-gitlab-ui-99.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/making-room-for-whats-next-in-the-gitlab-ui/>)

Author: Jeremy Elder

Published: 2026-08-26T00:00:00Z

Content type: article

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [User interface design](<https://devfeed.tech/topics/ui-design.md>), [Dark Mode](<https://devfeed.tech/topics/dark-mode.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [dark-mode](<https://devfeed.tech/tags/dark-mode.md>), [design](<https://devfeed.tech/tags/design.md>), [duo](<https://devfeed.tech/tags/duo.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [product](<https://devfeed.tech/tags/product.md>), [themes](<https://devfeed.tech/tags/themes.md>), [ui](<https://devfeed.tech/tags/ui.md>), [ux](<https://devfeed.tech/tags/ux.md>)

### AI overview

GitLab describes a UI reduction effort using neutral controls, reduced color, and design tokens to improve clarity and make room for self-surfacing interactions.

### Source excerpt

Throughout this year, the product interface has been in a season of reduction. On the heels of dark mode, the tide has been moving out with a quieter application chrome, overall color reduction, and neutral controls. It can feel like loss, low tide always does. But low tide is also when you can see the shape of the shoreline clearly enough to build something new on it. What's coming in is a user interface built for a different kind of work where you don't search for the right button, it surfaces at the moment you need it. This is a conceptual shift that needs room to breathe, and we're clearing the way for it. Tech goes through cycles like this. Touchscreens replacing physical buttons felt like a loss at first, until gestures, voice, and haptics enabled a deeper kind of interaction and expression. Cords gave way to wireless and each generational change introduced real friction for a time. The tide going out isn't the point, it's the possibility of what comes in with it. Here's what's changed in the GitLab UI: Neutralized actions and controls (buttons, form controls, toggles, tabs) with increased contrast Enhanced instance theming addressing more surface area Neutral palette update and tinted neutrals for themes New bloom-style glow visual element draws attention to GitLab Duo interaction and moments requiring user input The journey to the new design Our version of that cycle started years ago when we removed many of the old Bootstrap variants and continued as we moved to design tokens. Instead of sharing a crowded palette, we scoped categories like actions, feedback, and controls more narrowly. Color in the product had a real problem of trying to do too many jobs at once and resulted in some screens feeling "lit up like a Christmas tree." Generally speaking, enterprise software limits color so that when it shows up it means something. That's the direction we've been iterating on for years. Changes like this are rarely perfect on the first pass. Something looks fine

## AI agents gain distinct identities and permissions, but accountability remains the harder problem

DevFeed: [AI agents gain distinct identities and permissions, but accountability remains the harder problem](<https://devfeed.tech/articles/agents-are-the-world-s-new-first-class-citizens-30869.md>)

Original publisher: [Read original article](<https://brent.leekley.me/blog/first-class-citizens/>)

Author: Brent Leekley

Published: 2026-06-12T00:00:00Z

Content type: opinion

Language: en

Sources: [brent.leekley.me blog](<https://devfeed.tech/sources/brent-leekley-me-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [Duo](<https://devfeed.tech/topics/duo.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [trust](<https://devfeed.tech/topics/trust.md>)

Tags: [aeo](<https://devfeed.tech/tags/aeo.md>), [agent-identity](<https://devfeed.tech/tags/agent-identity.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agenticops](<https://devfeed.tech/tags/agenticops.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [answer-engine-optimization](<https://devfeed.tech/tags/answer-engine-optimization.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [cisco-cloud-control](<https://devfeed.tech/tags/cisco-cloud-control.md>), [cisco-live](<https://devfeed.tech/tags/cisco-live.md>), [cisco-live-2026](<https://devfeed.tech/tags/cisco-live-2026.md>), [duo](<https://devfeed.tech/tags/duo.md>), [duo-iam](<https://devfeed.tech/tags/duo-iam.md>), [identity](<https://devfeed.tech/tags/identity.md>), [jeetu-patel](<https://devfeed.tech/tags/jeetu-patel.md>), [non-human-identity](<https://devfeed.tech/tags/non-human-identity.md>), [permissions](<https://devfeed.tech/tags/permissions.md>)

### AI overview

This commentary argues that AI agents are becoming operational actors with distinct identities, permissions, and lifecycles. It describes Cisco's approach of assigning agents identities, linking them to accountable humans, limiting permissions, and requiring human approval for proposed changes, while emphasizing that accountability and ongoing oversight remain unresolved challenges.

### Source excerpt

Cisco Live 2026 made AI agents their own kind of identity, with permissions and an accountable human owner. Why issuing the identity is the easy 20 percent, what real accountability takes, and how the same agents quietly became the audience we now write for.

## The anatomy of a Super Bowl ad

DevFeed: [The anatomy of a Super Bowl ad](<https://devfeed.tech/articles/the-anatomy-of-a-super-bowl-ad-10092.md>)

Original publisher: [Read original article](<https://www.figma.com/blog/the-anatomy-of-duolingos-super-bowl-ad/>)

Author: Jenny Xie

Published: 2024-02-13T00:00:00Z

Content type: article

Language: en

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

Topics: [Duo](<https://devfeed.tech/topics/duo.md>), [App](<https://devfeed.tech/topics/app.md>), [push-notification](<https://devfeed.tech/topics/push-notification.md>), [data](<https://devfeed.tech/topics/data.md>), [Reddit](<https://devfeed.tech/topics/reddit.md>)

Tags: [app](<https://devfeed.tech/tags/app.md>), [data](<https://devfeed.tech/tags/data.md>), [duo](<https://devfeed.tech/tags/duo.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [events](<https://devfeed.tech/tags/events.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [social-media](<https://devfeed.tech/tags/social-media.md>)

### AI overview

This article examines how Duolingo created and delivered a cheeky five-second Super Bowl advertisement featuring its Duo mascot. The campaign combined a bold creative concept, a push notification reminding users to complete a lesson, and coordinated work across marketing, engineering, and design teams to generate conversation and social media attention.

### Source excerpt

How learning app Duolingo's cheeky five-second spot beat the odds in a crowded field.

## Bugzilla pushes updates to its interface, mobile authentication, MFA, and bug tracking

DevFeed: [Bugzilla pushes updates to its interface, mobile authentication, MFA, and bug tracking](<https://devfeed.tech/articles/happy-bmo-push-day-20277.md>)

Original publisher: [Read original article](<https://globau.wordpress.com/2015/10/13/happy-bmo-push-day-164/>)

Author: glob

Published: 2015-10-13T06:03:59Z

Content type: release

Language: en

Sources: [Mozilla Automation](<https://devfeed.tech/sources/mozilla-automation.md>)

Topics: [Mozilla](<https://devfeed.tech/topics/mozilla.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [MFA](<https://devfeed.tech/topics/mfa.md>), [Duo](<https://devfeed.tech/topics/duo.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [browser](<https://devfeed.tech/topics/browser.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [bmo](<https://devfeed.tech/tags/bmo.md>), [browser](<https://devfeed.tech/tags/browser.md>), [bug](<https://devfeed.tech/tags/bug.md>), [duo](<https://devfeed.tech/tags/duo.md>), [mfa](<https://devfeed.tech/tags/mfa.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [mozilla](<https://devfeed.tech/tags/mozilla.md>), [release](<https://devfeed.tech/tags/release.md>), [update](<https://devfeed.tech/tags/update.md>), [ux](<https://devfeed.tech/tags/ux.md>)

### AI overview

Bugzilla Mozilla pushed a set of updates covering interface behavior, User Preferences documentation, mobile-friendly login and authentication, TOTP MFA input, Duo Security support, crash-signature updates, bug tracking searches, and notification controls.

### Source excerpt

the following changes have been pushed to bugzilla.mozilla.org: https://bugzil.la/1172418 : user fields are cleared when navigating back to a page (eg. after an error) https://bugzil.la/1211703 : help docs not available for User Preferences https://bugzil.la/1212721 : gravatar container for comment 0 can be too wide https://bugzil.la/1207379 : Button edges are hard to see at most zoom-levels, [...]

## Integrating Duo 2FA with OpenVPN

DevFeed: [Integrating Duo 2FA with OpenVPN](<https://devfeed.tech/articles/integrating-duo-2fa-with-openvpn-30045.md>)

Original publisher: [Read original article](<http://www.netmeister.org/blog/duo-openvpn.html>)

Published: 2012-08-15T19:49:20Z

Content type: tutorial

Language: en

Sources: [Signs of Triviality](<https://devfeed.tech/sources/signs-of-triviality.md>)

Topics: [Duo](<https://devfeed.tech/topics/duo.md>), [MFA](<https://devfeed.tech/topics/mfa.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [duo](<https://devfeed.tech/tags/duo.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

The article shares practical notes on integrating Duo Security's two-factor authentication with OpenVPN, building on Duo's existing instructions.

### Source excerpt

Over the last couple of days, I've been working on integrating Duo Security's Two-Factor Authentication with OpenVPN. While the instructions on Duo's website are great, Here are a few notes that may be helpful if you're doing the same.