Utilizing a genetic framework to generate enhanced digital layouts of digital fragments for cross-platform distribution to client devices

A non-transitory computer-readable storage medium storing instructions thereon that, when executed by at least one processor, cause a system to:

• identify digital content fragments, performance metrics associated with the digital content fragments, and a distribution audience;
• generate, based on the performance metrics associated with the digital content fragments, a first layout chromosome comprising a subset of the digital content fragments;
• determine a first fitness level associated with the first layout chromosome based on the performance metrics of the subset of the digital content fragments and a relevance metric of the subset of the digital content fragments in relation to the distribution audience;
• generate a second layout chromosome by applying a mutation to the first layout chromosome;
• and
• based on comparing a second fitness level associated with the second layout chromosome to the first fitness level of the first layout chromosome, utilize the second layout chromosome to generate a final digital layout to provide to client devices of the distribution audience.

A system comprising:

• a non-transitory computer memory;
• and
• at least one computing device storing instructions thereon that, when executed by at least one processor, cause the system to:
• identify digital content fragments, performance metrics associated with the digital content fragments, and a distribution audience;
• iteratively modify a plurality of layout chromosomes to generate a final layout chromosome having a final ranking of a final subset of digital content fragments by:
• generating a first layout chromosome comprising a first ranking of a subset of the digital content fragments;
• determining a fitness level of the first layout chromosome based on the performance metrics of the subset of the digital content fragments, a relevance metric of the subset of the digital content fragments, and a diversity metric of content of the subset of the digital content fragments;
• and
• generating a second layout chromosome by applying a mutation to the first layout chromosome, the mutation comprising at least one of:
• modifying a size of a digital content fragment, replacing a digital content fragment from the subset of the digital content fragments with another digital content fragment, or modifying the ranking;
• and
• generate a final digital layout of the final subset of digital content fragments based on the final ranking of the final subset of the digital content fragments and region importance metrics of regions within the digital layout.