Step 01
Jira intake
Parse issue scope, constraints, and acceptance criteria.
Outputs: parsed scope, acceptance criteria
ticket=DATA-1842 scope=dbt model + tests acceptance=3 checks
Every run produces concrete artifacts from intake to audit-ready delivery.
Step 01
Parse issue scope, constraints, and acceptance criteria.
Outputs: parsed scope, acceptance criteria
ticket=DATA-1842 scope=dbt model + tests acceptance=3 checks
Step 02
Produce an explicit execution plan and risk signals.
Outputs: execution plan, risk signals
plan.md generated risk=medium approval_required=true
Step 03
Route high-impact tasks for human sign-off.
Outputs: sign-off payload, decision record
approval_request_id=APR-77 requested_by=pumpkin status=approved
Step 04
Apply changes to a branch and open a pull request.
Outputs: branch, PR summary, CI checks
branch=qn/data-1842 pr=#482 opened checks=queued
Step 05
Run required validation and release workflows.
Outputs: check results, release signal
lint=pass tests=pass deploy=pending-merge
Step 06
Record every action and decision for traceability.
Outputs: audit log entry, artifact links
audit_id=AUD-9012 artifacts=4 retention=365d