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The Download: Amsterdam’s welfare AI experiment, and making humanoid robots safer

Amsterdam thought it was on the right track. City officials in the welfare department believed they could build technology that would prevent fraud while protecting citizens’ rights. They followed these emerging best practices and invested a vast amount of time and money in a project that eventually processed live welfare applications. But in their pilot, they found that the system they’d developed was still not fair and effective. Why? Lighthouse Reports, MIT Technology Review, and the Dutch n

Why Ruby on Rails still matters

I found vinyl records from my late grandfather recently. It struck me how this media from the previous millennium played without issues. Vinyl represented a key shift in music distribution - it made printing and sharing sounds accessible, establishing a standard that persists. While audio sharing methods evolved, the original approaches remain functional. In our increasingly complex world, many people return to vinyl because it offers simplicity, stability, and longevity . Amidst the constant c