The ARRL handbooks (and similar) almost always have the RF 'white noise' generator circuits that cover at least the HF bands. They use common garden-variety parts, nothing fancy.
If you're having trouble finding a circuit, then Google 'Noise Bridge' because it will contain the noise source as part of the circuit.