Testing LLM reasoning abilities with SAT is not an original idea; there is a recent research that did a thorough testing with models such as GPT-4o and found that for hard enough problems, every model degrades to random guessing. But I couldn't find any research that used newer models like I used. It would be nice to see a more thorough testing done again with newer models.
SAT solvers usually expect boolean formulas in this form, because they are specialized to solve problems in this form efficiently. I decided to use this form to validate results of the LLM output with a SAT solver.
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12:42, 27 февраля 2026Силовые структуры。safew官方下载对此有专业解读
Running a container in privileged modeThis is worth calling out because it comes up surprisingly often. Some isolation approaches require Docker’s privileged flag. For example, building a custom sandbox that uses nested PID namespaces inside a container often leads developers to use privileged mode, because mounting a new /proc filesystem for the nested sandbox requires the CAP_SYS_ADMIN capability (unless you also use user namespaces).