During January 2025, Touati focused on backend stability for the the-answerai/theanswer repository, addressing a critical issue in the S3 logging pipeline. He resolved a bug in the S3 Logger by introducing a new S3ClientConfig, ensuring that custom S3 endpoints and path-style addressing are correctly handled. This change improved compatibility with various S3-compatible storage backends and enhanced reliability for production logging. Working primarily with JavaScript and TypeScript, Touati applied his skills in AWS S3, cloud services, and logging to deliver a targeted fix. The work demonstrated a deep understanding of cloud integration and backend infrastructure, despite a short engagement.