Figure : Energy distribution profile of our main ONETEP runs From these profiles we observe that random searches using scout bees yield a higher average energy. We also observer employed bees tend to be lower in energy than the scout bees. Onlooker bees appear to manifest at all ranges of the energy distribution profile often producing the highest and lowest energy structures. Looking at the lowest energy structures produced in figures S8, S9, and S10 we note that they are far less diverse than their xTB counterparts. Often just repeated structures with slight permutations. We believe that due to the relaxed force criteria the energy spread for similar structures is larger, resulting in a stricter grouping of structures. Furthermore, it is likely that these structures would, under stricter force criteria optimise to the same LM. This means it is possible our algorithm could be improved with tighter force criteria.