# \#ai **URL:** https://forum.gitlab.com/tag/ai/222.md [Latest](https://forum.gitlab.com/latest.md) · [Categories](https://forum.gitlab.com/categories.md) · [Tags](https://forum.gitlab.com/tags.md) --- ## [Gitlab Duo MCP server authentication](https://forum.gitlab.com/t/gitlab-duo-mcp-server-authentication/132959)
**Author:** [@bimax](https://forum.gitlab.com/u/bimax)\ **Replies:** 1\ **Last updated:** [September 10, 2026, 8:31am UTC](https://forum.gitlab.com/t/gitlab-duo-mcp-server-authentication/132959 "2026-09-10T08:31:20Z")
Intro: I apologies if this had to be asked somewhere else but I spend couple of days on resolving this issue. I see quite some 3d party Gitlab MCP servers out there but wander if I can use “build-in” Duo MCP plugin for … --- ## [AI-assisted CI/CD validation: how much autonomy should we give agents?](https://forum.gitlab.com/t/ai-assisted-ci-cd-validation-how-much-autonomy-should-we-give-agents/134992)
**Author:** [@NikhilRaman12](https://forum.gitlab.com/u/NikhilRaman12)\ **Replies:** 0\ **Last updated:** [August 20, 2026, 7:07pm UTC](https://forum.gitlab.com/t/ai-assisted-ci-cd-validation-how-much-autonomy-should-we-give-agents/134992 "2026-08-20T19:07:52Z")
Designing a Safe GitLab Duo Agent Workflow for Autonomous CI/CD Failure Remediation Problem to Solve I am exploring an architectural pattern for using the GitLab Duo Agent Platform in CI/CD pipelines where an agent can d… --- ## [Transcend Hackathon Winners announcement: how the community used GitLab Orbit to solve real problems](https://forum.gitlab.com/t/transcend-hackathon-winners-announcement-how-the-community-used-gitlab-orbit-to-solve-real-problems/134491)
**Author:** [@dmeister93](https://forum.gitlab.com/u/dmeister93)\ **Replies:** 0\ **Last updated:** [July 13, 2026, 8:32am UTC](https://forum.gitlab.com/t/transcend-hackathon-winners-announcement-how-the-community-used-gitlab-orbit-to-solve-real-problems/134491 "2026-07-13T08:32:45Z")
We gave a few thousand developers GitLab Orbit. Then we got out of the way. The community responded with creative solutions to real production problems slowing down their teams. A quick word on Orbit, if you missed it. … --- ## [The Transcend Hackathon starts now!](https://forum.gitlab.com/t/the-transcend-hackathon-starts-now/134144)
**Author:** [@dmeister93](https://forum.gitlab.com/u/dmeister93)\ **Replies:** 3\ **Last updated:** [June 16, 2026, 8:20pm UTC](https://forum.gitlab.com/t/the-transcend-hackathon-starts-now/134144 "2026-06-16T20:20:24Z")
The hackathon runs until 2pm Eastern time (6 pm UTC) on June 24, 2026. Two tracks are open and you can enter both. Participants can win both reward store credits and cash prizes :money\_with\_wings:! You must register … --- ## [Using GitLab workflows to manage safe, reviewable AI-assisted development in NeuroNest](https://forum.gitlab.com/t/using-gitlab-workflows-to-manage-safe-reviewable-ai-assisted-development-in-neuronest/134185)
**Author:** [@Lynxsol](https://forum.gitlab.com/u/Lynxsol)\ **Replies:** 0\ **Last updated:** [June 12, 2026, 8:35am UTC](https://forum.gitlab.com/t/using-gitlab-workflows-to-manage-safe-reviewable-ai-assisted-development-in-neuronest/134185 "2026-06-12T08:35:03Z")
:hugs: Please help fill in this template with all the details to help others help you more efficiently. Use formatting blocks for code, config, logs and ensure to remove sensitive data. Problem to solve I’m exploring ho… --- ## [Cant message custom agents in agentic mode git lab duo](https://forum.gitlab.com/t/cant-message-custom-agents-in-agentic-mode-git-lab-duo/131193)
**Author:** [@al\_ariefy](https://forum.gitlab.com/u/al_ariefy)\ **Replies:** 9\ **Last updated:** [November 3, 2025, 2:24pm UTC](https://forum.gitlab.com/t/cant-message-custom-agents-in-agentic-mode-git-lab-duo/131193 "2025-11-03T14:24:26Z")
Problem to solve I am trying to use the GitLab Duo Agent Platform (custom agents), but every request fails. What I am seeing: When I try to use any custom agent I create, it immediately fails with the generic error: T… --- ## [Vllm-served GPT-OSS-20b fails to work with Self-managed Duo in code completion and chat that requires gitlab\_documentation](https://forum.gitlab.com/t/vllm-served-gpt-oss-20b-fails-to-work-with-self-managed-duo-in-code-completion-and-chat-that-requires-gitlab-documentation/130210)
**Author:** [@khoa.nguyen.xrd](https://forum.gitlab.com/u/khoa.nguyen.xrd)\ **Replies:** 8\ **Last updated:** [September 11, 2025, 12:38pm UTC](https://forum.gitlab.com/t/vllm-served-gpt-oss-20b-fails-to-work-with-self-managed-duo-in-code-completion-and-chat-that-requires-gitlab-documentation/130210 "2025-09-11T12:38:04Z")
Problem to solve I tried to use GPT-OSS-20b served by vLLM for code completion, as GPT-OSS-20b is in beta. For reference, the testing was done using self-managed Gitlab, GitLab Ultimate with a GitLab Duo Enterprise licen… --- ## [Livestream recording: Accelerate your development with GitLab and AI (3 hours live programming)](https://forum.gitlab.com/t/livestream-recording-accelerate-your-development-with-gitlab-and-ai-3-hours-live-programming/104341)
**Author:** [@dnsmichi](https://forum.gitlab.com/u/dnsmichi)\ **Replies:** 0\ **Last updated:** [May 10, 2024, 4:47pm UTC](https://forum.gitlab.com/t/livestream-recording-accelerate-your-development-with-gitlab-and-ai-3-hours-live-programming/104341 "2024-05-10T16:47:19Z")
Watch the three-hour livestream recording with table of content navigation: Exercises and solutions in Developer Advocacy at GitLab / use-cases / AI / AI Workshops / Eddie Jaoude - Accelerate your developm… --- ## [GitLab Duo Agent Platform Learning Resources](https://forum.gitlab.com/t/gitlab-duo-agent-platform-learning-resources/96847)
**Author:** [@dnsmichi](https://forum.gitlab.com/u/dnsmichi)\ **Replies:** 0\ **Last updated:** [December 14, 2023, 12:30pm UTC](https://forum.gitlab.com/t/gitlab-duo-agent-platform-learning-resources/96847 "2023-12-14T12:30:20Z")
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