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The new DDoS: Unicode confusables can't fool LLMs, but they can 5x your API bill Can pixel-identical Unicode homoglyphs fool LLM contract review? I tested 8 attack types against GPT-5.2, Claude Sonnet 4.6, and others with 130+ API calls. The models read through every substitution. But confusable characters fragment into multi-byte BPE tokens, turning a failed comprehension attack into a 5x billing attack. Call it Denial of Spend.

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“坚决破除阻碍全国统一大市场建设卡点堵点”“综合整治‘内卷式’竞争”是党的二十届四中全会作出的重要部署。代表委员围绕强化监管执法、压实平台主体责任等方面提出意见建议。邓志勇介绍,市场监管总局围绕依法查处违法行为、支持产业优化升级、完善制度规则等方面,推出多项工作举措破解“内卷式”竞争难题,助力全国统一大市场建设。

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