BCDX2–CX3 and DX2–CX3 complexes assemble and stabilize RAD51 filaments

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扎克伯格夫妇据报1.7亿美元于迈阿密置业,以规避加州富人税

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.

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1、豆包手机在执行自动操作时,会利用一个与物理屏幕分辨率相同的“无头”虚拟屏幕在后台运行,且拥有独立的焦点,不影响用户在前台的操作,这其实就是内存副屏的概念, 虚拟屏幕的画面由 GPU 合成后,对应的缓冲区信息会直接被autoaction消费 。

配合全系升级的 500 万像素摄像头、更大的扬声器,这代 ThinkPad 在坚固耐用之外,多了一层可持续发展的底色。同时发布的,还有内置可收纳手写笔的 ThinkPad X13 Detachable,以及支持电池热插拔、通过军工级防摔测试的三防安卓平板 ThinkTab X11。

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