新闻媒体应当开展自然保护区保护公益宣传，依法进行舆论监督。
Abstract:This is a brief description of a project that has already autoformalized a large portion of the general topology from the Munkres textbook (which has in total 241 pages in 7 chapters and 39 sections). The project has been running since November 21, 2025 and has as of January 4, 2026, produced 160k lines of formalized topology. Most of it (about 130k lines) have been done in two weeks,from December 22 to January 4, for an LLM subscription cost of about \$100. This includes a 3k-line proof of Urysohn's lemma, a 2k-line proof of Urysohn's Metrization theorem, over 10k-line proof of the Tietze extension theorem, and many more (in total over 1.5k lemmas/theorems). The approach is quite simple and cheap: build a long-running feedback loop between an LLM and a reasonably fast proof checker equipped with a core foundational library. The LLM is now instantiated as ChatGPT (mostly 5.2) or Claude Sonnet (4.5) run through the respective Codex or Claude Code command line interfaces. The proof checker is Chad Brown's higher-order set theory system Megalodon, and the core library is Brown's formalization of basic set theory and surreal numbers (including reals, etc). The rest is some prompt engineering and technical choices which we describe here. Based on the fast progress, low cost, virtually unknown ITP/library, and the simple setup available to everyone, we believe that (auto)formalization may become quite easy and ubiquitous in 2026, regardless of which proof assistant is used.。同城约会对此有专业解读
智能体是能做事的A I。LLM是近几年AI领域最重要的发展。已经在语言理解与生成、对话交互以及知识整合等方面展示出超凡能力，但它是“缸中大脑”——擅长思考、分析与回答问题，却并不能真正地做事情。而在真实世界，大多数认知活动并不止于“给出答案”，而是要有完整的“认知-行动”闭环：我们要求AI得能够自主的拆解复杂需求，规划流程，调用工具和资源，实现从感知到决策再到执行的完整循环；进一步我们还希望AI的行动能够超出计算机和互联网领域，在物理世界中为我们做事情，则需要AI能够感知物理世界的信号，进行匹配具身的思考，通过设备/机器人把决策转化为执行，对现实环境产生直接影响。。纸飞机下载是该领域的重要参考
Малышева отчитала гостью ее передачи и предрекла ей инсульт14:53