Let denote the given unique equivalent martingale measure. A zero-coupon bond paying one at has risk-neutral pricing value
Write . Split the integrated short rate into its known and future parts:
By integrating the future Brownian motion increments in the opposite order, the last integral equals . It is independent of and is a Gaussian random variable of mean zero and variance
The Gaussian exponential moment formula for centered therefore gives the bond price in this Gaussian short-rate model with a deterministic shift:
The instantaneous forward rate is the negative maturity derivative of the logarithm of the bond price. Consequently
In particular, and , as required. The derivative formula is pointwise for continuous and almost everywhere for locally integrable .
Let be the observed initial instantaneous forward rate curve. Since , part (i) gives . Thus the forward-curve calibration of a shifted Brownian short rate is achieved by the deterministic choice
Substitution gives at every maturity where the curve is defined classically. It also reproduces the corresponding initial zero-coupon bond curve:
There is no shape restriction on the initial curve beyond the regularity needed to define these integrals and forward derivatives; for continuous curves the match is pointwise, and for locally integrable curves the forward identity has its almost-everywhere interpretation.

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