Unverified50% confidenceOpinionExact time
The transparency of open-source models is a prerequisite for security auditing, while the risks of closed-source systems cannot be examined by outside parties.
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9/14/2026
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Related Claims
UnverifiedThe trustworthiness of security tools depends greatly on transparency; only when the code is publicly auditable can the community verify its protective effectiveness.79% similarUnverified黄仁勋认为开源模型的透明性(代码和权重公开可供全球研究者审查)本身就是安全的最佳保障78% similarUnverifiedOpen source ensures code transparency and auditability, local execution eliminates data transmission risks at the architectural level, and the combination of the two is a practical implementation of the zero-trust philosophy78% similarUnverifiedSafety research relies on reproducibility and external review; closed-source development means external researchers can only speculate about a black box and cannot verify whether alignment solutions are effective.72% similar
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