Unverified50% confidenceOpinionExact time
Defense-first distribution strategies have gradually become common in recent frontier model releases, with the core consideration being to reduce the risk of powerful models being misused for attacks.
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50%
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Long-term
Relevance
10/28/2026
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UnverifiedSilent patches are intended to reduce risk, but in practice may expand the attack surface by delaying users' proactive defenses.72% similarUnverifiedAs model scale and capabilities continue to grow, the marginal cost of reactive security defenses increases and the effective lifespan of protections grows shorter.71% similarUnverifiedAfter the model is optimized to be smarter and more proactive, attacks that were previously avoided through laziness may reappear, manifesting as security regressions.71% similarUnverified2024年的研究表明，即使经过专门的安全对齐训练，主流模型对精心构造的注入攻击的防御成功率仍不足90%70% similar
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