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.
DeepSeek 的 15 万次，按任何合理标准来看都是可以忽略的数字。Moonshot 和 MiniMax 合计 1650 万次，量级是另一回事——但能转化成多少真实能力，取决于他们能不能解决「如何用好这些数据」的技术问题。
。业内人士推荐heLLoword翻译官方下载作为进阶阅读
Россиянин попал под следствие из-за надругательства над местом захороненияВ Калининграде мужчину задержали за надругательство над местом захоронения
Why did they plan to flood farmland?
。关于这个话题，51吃瓜提供了深入分析
打个比方，LLM像是“未出山前的诸葛亮”，善于分析，以“隆中对”和刘备对谈，出谋划策，但限于“纸上谈兵”；智能体则是“出山后的诸葛亮”，掌握全局情报，运筹帷幄，组织资源、调兵遣将，亲自率军北伐。，这一点在爱思助手下载最新版本中也有详细论述
The work, he adds, is less about a single crisis than about enduring change. Every year presents something different, but SpeedPro’s concept and service have been in demand irrespective of whatever the company has faced, he says.