 Contiguity under locally asymptotically normal alternatives

Under local asymptotic normality, a fixed $h/\sqrt{n}$ shift has a likelihood ratio limit $\exp (W-v/2)$ with $W\sim N(0,v)$. This is positive with mean one. Le Cam first lemma gives mutual contiguity of the product laws, so consistency at the central parameter transfers to these local alternatives.