Was I wrong about fitness surfaces? Reply to reply to reply to Dembski
![[Fitness Landscape]](/uploads/2026/fitness_landscape.png)
By Randy Olson - Own work, CC BY-SA 3.0, Link
Not too long ago I became aware that William Dembski had a new article (here) in the BIO-Complexity (the Discovery Institute’s house journal). And that a section of that article disputed my statements about smooth fitness landscapes (or fitness surfaces).
He is replying to a post by me here at Panda’s Thumb on 6 February 2025 (here). He and Robert Marks (and also Winston Ewert) had argued that there was a Conservation of Information law, that showed that when information gets into genomes, it must have already existed elsewhere. They said that this was even true when natural evolutionary processes put adaptive information into the genome – it must have already existed, for example, in the fitness landscape.
Their argument (which can be seen here and here) uses the concept of “active information”. For situations in which there is a population evolving on a fitness landscape, active information can include the information embodied in the assignment of fitnesses to genotypes.
Dembski, in his BIO-Complexity paper, summarizes my arguments thusly (the list is quoted from that article):
- Real-life biological evolution requires smooth fitness landscapes.
- Physics and chemistry guarantee that real-life fitness landscapes are smooth.
- Any probability estimates of smooth fitness landscapes among the totality of fitness landscapes are therefore irrelevant.
- No-free-lunch theorems hold for the totality of fitness landscapes, both smooth and non-smooth.
- No-free-lunch theorems therefore do not apply to real-life biological evolution.
- Conservation of information is equivalent to no freelunch, so conservation of information is likewise irrelevant to real-life biological evolution.
He argues that there are exceptions to all fitness landscapes being smooth, that I have conflated the No Free Lunch argument with his Conservation of Information argument, and that the latter is his essential argument.
Let’s look at his refutation in some detail: