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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.
为了更直观地比较，我们不妨将 FunctionGemma 与几个最接近的替代方案进行比较：Gemma 3n 和 Gemma 3 1B 作为间接竞争对手（支持函数调用的通用模型），Llama 作为流行的开源选项，以及 Hammer——MadeAgents 出品的直接竞争对手，专为函数调用而设计。。夫子是该领域的重要参考