Taichi implemented a Docker-based pre-commit hook installation for the ConsultingMD/dbt-core repository, focusing on improving code quality enforcement within containerized development workflows. By leveraging Docker, YAML, and DevOps practices, Taichi ensured that pre-commit checks for linting, formatting, and compatibility are executed both locally and in CI environments before code is committed. This approach standardized code quality checks across the team, reducing the risk of downstream defects and aligning development with CI/CD best practices. The work demonstrated a clear understanding of continuous integration principles and provided thorough documentation, resulting in a more consistent and reliable development process for the repository.