During December 2024, work focused on enhancing the Fmstrat/continue repository by integrating support for the Cohere rerank-v3.5 model, expanding the system’s reranking capabilities. The implementation involved updating TypeScript-based configuration logic to accept the new model version, ensuring backward compatibility and a seamless transition for existing pipelines. This addition allowed immediate use of rerank-v3.5 for reranking tasks without disrupting current workflows, strengthening the model-agnostic design of the reranking pipeline. The approach emphasized maintainability and future-proofing, enabling faster experimentation with new models. The work demonstrated full stack development skills, with attention to robust deployment and minimal client-side changes.