Bringing AI in at Gitlab

Route requests when filled forms still leave owners in dispute

Published Nov 1, 2026

You’re a forward deployed engineer working with Gitlab’s program management team. The team is in the room.

The setting

's keep code in Git repositories and run automated pipelines, written in YAML, that build, test, and deploy software. Teams run it as a hosted service, on their own servers, or as a managed service for one customer.

A complete intake form does not settle who should take the work.

Planning needs comparable requests, while engineering and security need their competing dependency claims preserved.

Who you’d be doing this for

“I filled in every field, then got asked who owned the security prerequisite again.”

Bhavna Sethi · DevOps Engineer · a character in this brief

Submits infrastructure requests that need engineering and security coordination before pipeline changes can proceed.

What is at stake

Program managers reopened 17 of 46 infrastructure requests despite completed intake fields. You decide whether conflicting owner claims should halt enrichment or enter planning as competing proposals.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • comparable fields vs preserved nuance
  • single owner name vs split engineering and security claims
  • dependency context vs restricted access
  • requester effort vs inferred context

Why Gitlab

GitLab issues, epics, and handbook-first coordination carry infrastructure requests across an all-remote R&D organization.

Written with these in mind

Workflow-focused forward deployed engineersSolutions engineers building internal integrationsEngineers interested in human-directed AI systems

Not your kind of problem? 30 more at Gitlab, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Gitlab. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these turns on moving faster inside a system others depend on.

The same setting, from another role

Each is set around Gitlab’s Integrated source control and CI/CD, written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is making daily workflows and product experiences feel coherent, calm, and dependable rather than effortful.