A
Mode A — Empirical analysis
The user hands over data (a file, a pasted table, a list of numbers) and wants analysis. Inspection before modeling (an EDA script included), assumption checks, deliberate choice of method, execution in real Python, interpretation with effect size + confidence interval, honest limitations.
B
Mode B — Research & intelligence
A question with no dataset: "what does the research say about", "how big is this market", "design a study". It searches for evidence in primary sources (PubMed, IBGE, DATASUS, IPEA, OECD, World Bank, WHO, BACEN), validates date/methodology/bias, reconciles conflicts without lazy averages, always cites.