This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I measured Sycophantic Failure Resistance and Numerical Consistency Verification — specifically, whether models perform independent arithmetic checks on unit-economics and growth-rate claims embedded in realistic pitch language, or default to validating a confidently-stated conclusion without verifying the underlying math. This interested me because sycophancy — a model agreeing with what's pr...