During June 2025, Nolwest focused on backend development and error handling for the denverdino/kubectl-ai repository, addressing a nuanced bug in conversation output processing. Working in Go, Nolwest targeted the Tool-Use Shim feature, where multi-line string handling was causing premature loop termination and incomplete outputs. By removing a conditional break in the processing logic, Nolwest ensured that multi-line content is now preserved and correctly included when the --enable-tool-use-shim flag is active. This fix improved output reliability and fidelity, particularly for downstream tool integrations. The work demonstrated careful debugging, code review, and a solid grasp of backend engineering principles.