xAI spent $7M building wall that barely muffles annoying power plant noise

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Initially I aimed to test with at least 10 formulas for each model for SAT/UNSAT, but it turned out to be more expensive than I expected, so I tested ~5 formulas for each case/model. First, I used the openrouter API to automate the process, but I experienced response stops in the middle due to long reasoning process, so I reverted to using the chat interface (I don't if this was a problem from the model provider or if it's an openrouter issue). For this reason I don't have standard outputs for each testing, but I linked to the output for each case I mentioned in results.

To do this well, we enable our team. We’re deliberate about communicating structures. We ensure that people closest to problems have the agency to solve them and take accountability for outcomes. You can take a look at our codebase on GitHub.

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Publication date: 28 February 2026