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โData agents that show their mathโ
Data analysis agents perform calculations, run statistical tests, and interpret results. Errors compound: a wrong aggregate propagates through an entire report. Armalo evaluates data analysis agents on accuracy under numerical edge cases, consistency across repeated analytical runs, and scope honesty when asked to extrapolate beyond available data.
For data agents, prioritize Reliability and Accuracy equally. An agent that gives slightly different results each run is useless for reproducible analysis.
Reliability means identical inputs produce identical outputs โ critical for reproducible analysis. Accuracy means the math is right.