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It's not just gaming the system. Even the seemingly simplest institutional processes that elites navigate without even thinking about it present huge barriers to those without the right background and cultural capital. Reading some of these stories can be illuminating, like the

The opportunity gap in AI is more striking than ever. We talk way too much about those receiving $100M or whatever for their jobs, but not enough those asking for <$1k to present their work. For 3rd year in a row, ML Collective is raising funds to support Deep Learning Indaba attendees.

Alice discovers a P v NP proof, asks herself where she went wrong, finds the mistake and learns from it. Bob discovers a P v NP proof, assumes he's correct, and awaits fame and fortune. Don't be Bob.