Repository understanding
Work across files, dependencies, conventions, and architectural boundaries.
A coding model that works across the repository—not only inside the prompt.
Work across files, dependencies, conventions, and architectural boundaries.
Turn requirements into maintainable code with tests and appropriate validation.
Find defects, security issues, regressions, and incomplete behavior.
Plan, edit, run tools, verify results, and report the completed change.
Reason about interfaces, systems, tradeoffs, migrations, and technical debt.
Operate inside QGI Private AI boundaries for sensitive software and infrastructure.