PSA: This is by AE Studio, which is a company that sells AI alignment services. [0]
To be honest, all of their sites having a 'vibe coded' look feels a bit off given the context.
Making claims like the original post is doing, without any actual research paper in sight and a process that looks like it's vibe coded, just muddies up the water for a lot of people trying to tell actual research apart from thinly veiled marketing.