Published onMay 15, 2026Beyond Autocomplete: Engineering a Persistent AI Workflow for Data ScienceAIData-ScienceWorkflowEngineeringWhy session-by-session chat is a trap for data science work, and how to layer repo rules, user memory, and a knowledge vault so AI workflows compound instead of resetting every tab.