Role rubric
AI Engineer
engineering — the contract for how this role's work is read and scored.
Approvedby Khaled Hesham
This rubric is live — verdicts for this role use these weights.
Artifact types
4
Scoring dimensions
3
Leverage classes
5
Artifact types
what the engine reads for this rolemerge_request◆GitLab
35%jira_ticket_resolution▦Jira
30%incident_response◆GitLab
20%code_review◆GitLab
15%Scoring dimensions
how each artifact is judgedCorrectness35
Does the change do what it claims, with evidence (tests, validation)?
Craft & clarity30
Readable, well-scoped, maintainable; blast radius matches intent.
Reliability impact35
Moves the system toward fewer incidents and safer failure modes.
Leverage expectations
the expected time distribution for this role10%
Strategic
55%
Deep work
15%
Coordination
15%
Review
5%
Admin
How this rubric was generated
Generated from the AI Engineer JD in Odoo. Weights tuned toward reliability given platform-hardening quarter.