(GA) - Root-cause analysis of failing pipeline jobs for developers
### Suggestions/Ideas?
Please add a comment to https://gitlab.com/groups/gitlab-org/-/epics/13872
### Focus for GA ([Video Walkthrough](https://drive.google.com/file/d/1Owj2qfh_fM0X53E0x7L9o98eTxX_dtvb/view?usp=drive_link))
### Release Notes
You can quickly get your pipelines back to green with our AI-powered solution that analyzes failing job logs, provides a root cause analysis, and suggests fixes.
Documentation - https://docs.gitlab.com/ee/user/gitlab_duo/#root-cause-analysis
#### Update UX to show the failing job analysis in Duo Chat
* [Figma Design](https://www.figma.com/design/s2D8fVYK4xCmRVRsijexgI/RCA-%2B-Duo?node-id=4-5152&t=gAVnomEst8C7JcEk-0)
* Backend - https://gitlab.com/gitlab-org/gitlab/-/issues/441681+s
* Frontend - https://gitlab.com/gitlab-org/gitlab/-/issues/457806+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/471244+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/473130+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/471617+s
#### Change the Model used to generate analysis response to Claude 3.5 Sonnet
* Part of the backend 'move' issue: https://gitlab.com/gitlab-org/gitlab/-/issues/441681+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/471861+s
#### [Benchmark the quality of responses using CEF](https://gitlab.com/groups/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/-/epics/7 "AI Model Validation Support to Root Cause Analysis")
* https://gitlab.com/gitlab-org/gitlab/-/issues/458242+s
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/issues/255+s
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/issues/258+s
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/issues/346+s
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/work_items/356+s
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/issues/343+s
#### Manual Verification of RCA
* https://gitlab.com/gitlab-org/gitlab/-/issues/472899+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/472888+s
#### [Prompt/Model Refinement to meet quality benchmark](https://gitlab.com/gitlab-org/gitlab/-/issues/464781 "Refine the prompt and response to be sure users are getting a useful response") (Only if needed)
* https://gitlab.com/gitlab-org/modelops/ai-model-validation-and-research/ai-evaluation/prompt-library/-/issues/313+s
#### Packaging and Delivery as a Duo Ent feature
* https://gitlab.com/gitlab-org/gitlab/-/issues/457573+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/459940+s
#### Usability Improvements
* https://gitlab.com/gitlab-org/gitlab/-/issues/457988+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/461665+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/461671+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/455418+s
* https://gitlab.com/gitlab-org/ux-research/-/issues/3077+s
#### Metrics
* https://gitlab.com/gitlab-org/gitlab/-/issues/454375+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/465399+s
#### GA Definition of Done Checklist
* https://gitlab.com/gitlab-org/gitlab/-/issues/466260+s
* https://gitlab.com/gitlab-org/gitlab/-/issues/466262+s
#### Documentation Updates
* https://gitlab.com/gitlab-org/gitlab/-/issues/458239+s
### Post GA Improvements
See https://gitlab.com/groups/gitlab-org/-/epics/13872
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