Deterministic First, LLM Second: An Advisory CI Pre-Screen

1. 1Build a deterministic classifier as the primary decision-maker in the CI pipeline
2. 2Integrate an LLM as an advisory component to provide additional feedback
3. 3Configure the LLM to provide non-blocking suggestions
4. 4Test the combined system to ensure seamless interaction
5. 5Apply the never-block contract to retire the old system and adopt the new integrated pipeline

DevOps teams and software engineers benefit from this approach as it allows them to leverage LLMs for improvement without sacrificing control over the CI process. This integration enhances the overall efficiency and reliability of the development pipeline

💡 Deterministic classifiers should be the primary decision-makers in CI pipelines, with LLMs providing advisory feedback to enhance the process without blocking it

💡 Integrate LLMs into CI without sacrificing control! Use deterministic classifiers as the primary decision-maker and LLMs for advisory feedback