error analysis , Machine Learning, Application Development, Python, data pipelines, generative AI, acceptance criteria, process development workflows, Ai, decision-support systems, scientific metadata, Knowledge Management, test sets, cloud data platform, workflow automation, agentic retrieval-augmented generation, data product development, evaluation methods for AI, benchmarks, experimental data