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.
After Netflix's initial offer, Paramount Skydance swooped in with a hostile takeover attempt of the entire Warner Bros. Discovery business. WBD rejected it, Paramount tried again. Several additional volleys between the involved parties occurred over the past few weeks. While WBD has not yet formally accepted Paramount's offer — which will be subject to long-winded regulatory approvals sure to spark more drama — it seems the dust will soon settle for this chapter.
。关于这个话题，heLLoword翻译官方下载提供了深入分析
不止他一个，还有很多支持派觉得 Altman 点醒了大家。信息总有成本，之前没有算过，但是细思极恐，Altman 的说法是让大家正视这件事。
Single layers beat two layers at equivalent parameter budgets (for trained models)