We must reduce the burden on traditional CI systems by bringing more testing and validation closer to the developer, be it human or agent-based.

In many ways, generative AI has made finding information on the Internet a lot easier. But, because LLMs are trained on past data, they can be limited in what information they can provide.

r0 = [0.0, 0.0, 0.5, 0.5, 0.25, 0.25, 0.75, 0.75; ... 0.0, 0.5, 0.0, 0.5, 0.25, 0.75, 0.25, 0.75; ... 0.0, 0.5, 0.5, 0.0, 0.25, 0.75, 0.75, 0.25].'; ...