How to do this at home, Phase 2
Look for an initial success on a high-payoff problem
Then build your own GA and tailor it to the problem
Incorporate existing heuristics in the algorithm
Use existing representation as chromosome
Consider using pre- and post-processors
Find similar problems in the literature for examples of incorporating domain knowledge