This started with Addition Under Pressure, where I gave Claude Code and Codex the same prompt: train the smallest possible transformer that can do 10-digit addition with at least 99% accuracy. Claude Code came back with 6,080 parameters and Codex came back with 1,644. The community has since pushed this dramatically lower.
I used z3 theorem prover to assess LLM output, which is a pretty decent SAT solver. I considered the LLM output successful if it determines the formula is SAT or UNSAT correctly, and for SAT case it needs to provide a valid assignment. Testing the assignment is easy, given an assignment you can add a single variable clause to the formula. If the resulting formula is still SAT, that means the assignment is valid otherwise it means that the assignment contradicts with the formula, and it is invalid.
// 工具函数：NSData → MmsharedkmpKotlinByteArray。一键获取谷歌浏览器下载是该领域的重要参考
Топ-менеджера «Газпром нефти» задержали по делу о миллионных взятках. Что об этом известно?Сегодня
。业内人士推荐同城约会作为进阶阅读
（二）未经变更登记，擅自改变网络线路、电话线路装机地址的；，更多细节参见下载安装 谷歌浏览器 开启极速安全的 上网之旅。
中国有互联网/AI 巨头，海外何尝不是如此？像 Meta、Amazon 这样的老对手，本身还拥有强势的平台与生态，它们未必心甘情愿对 Google 开放，让 Gemini 来自动化一切。无论是以隐私、安全，还是平台规则为由，设置限制、提高接入门槛，博弈必然发生，争斗将进一步白热化。