Sanfordās model, to the extend he can model it, predicts net fitness decline always under all realistic conditions of population size and mutation rate. Without exception. Given Sanfordās view of what the ācorrect distributionā of the fitness effects of mutations are, mean fitness can only ever and exclusively go downhill. Fitness increase should be essentially impossible.
How do I know this? Hereās how. From his book:

Thatās what Sanford thinks the DFE for mutations is like. Consider that this is supposed to be an exponential distribution. The decline is exponential on both sides. The probability of occurrence of beneficial mutations is declining exponentially with the magnitude of their effect. Sanford clearly thinks that the probability of a beneficial mutation with a positive effect on fitness of 0.1% or more is completely outside the realm of what can reasonably be expected to occur. Bill can you try to calculate the odds for me, using an exponential decline of the magnitude depicted in that figure, what the probability of a beneficial mutations with a 0.1% positive effect on fitness is when so far out on the tail of an exponential asymptotic decline?
Not only are beneficials pretty much non-existant on that curve (and in fact Sanford claims he has deliberately exaggerated the size of the curve for beneficials on the right side of that curve just to make it visible, because he insists it would be invisible to the naked eye), to the extend they exist at all they invariably fall inside the so-called āzone of no selectionā. The zone of no selection is this area where the effects of mutations are so small that it requires GINORMOUS population sizes for their effects to become visible to naturals election.
Sanford clearly believes this. He uses a distribution like this when he āsimulatesā evolution in his Mendelās Accountant program. And sure enough, in his program, fitness only ever declines using his ācorrect distributionā. Sanford appears to think the DFE is essentially unchanging (the relative proportions donāt change with changes in fitness), and he thinks itās overwhelmingly deleterious, with pretty much all beneficials being invisible to selection. Hence, obviously, fitness due to mutation accumulation, even despite natural selection, can only ever go down over time.
But thatās not what happens in reality. In reality we see things like this:
Fitness continues going up, but the rate slows down. So there are plenty of beneficial mutations visible to selection, and the DFE cannot be a constant otherwise the rate of adaptation would not be declining.
Hence, inconsistent with observation. Both his assumptions are wrong, and his DFE is a complete fantasy. The distribution isnāt constant, the area under curve for beneficials is not invisible to selection, and the zone of no selection does not extend that far out. Oh yeah while on that topic, he also insists he has deliberately under-stated the width of the zone of no selection. He thinks it should be even wider. Itās all in his book.
Life being 4 billion years old without having disappeared to GE is just another observation that contradicts his fantasy.
Sanford has trash excuses for why this happens of course, but his trash excuses are not part of his theory of genetic entropy. His theory of genetic entropy is effectively that figure.