On 2025-07-12, while designing the document-indexing pipeline for Project Atlas (a multi-format PDF/CSV ingestion effort for an analytics product), I hit the crossroads every research-heavy engineering team knows: do you pick the quick, conversational search that returns answers fast, or the deep, methodical research assistant that digests dozens...