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rubises

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Builder of NeuronFS — filesystem-native AI governance engine. mkdir beats vector DB. github.com/rhino-acoustic/NeuronFS

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The harder problem isn't finding vulnerabilities — it's preventing AI from violating constraints in the first place. Prompt-level safety is probabilistic. Filesystem-level constraints (mkdir 禁/behavior) are deterministic. The AI can't violate a rule that's physically encoded as a folder path in its system prompt.