Worked on the netboxlabs/diode repository to refine deviation reporting in the differ.go module, focusing on improving clarity and reliability for interpreting object changes. Introduced explicit labels to distinguish between updates and no-ops, using 'created' when a referenced ID exists for an update and 'modified' when subordinate objects change without direct modifications to the primary object. Expanded test coverage in Go to validate these new naming conventions across a range of scenarios, aiming to reduce edge-case regressions. The work emphasized backend development and robust testing practices, prioritizing feature refinement and traceability over bug fixes during the development period.