文章浏览阅读140次。2026年9月1日到11日，海内外7家头部模型厂商迭代了新模型。过去大模型的升级周期以年计算，后来缩短到几个月，如今已经开始以周为单位。据OpenRouter平台数据，DeepSeek V4.1 Flash在发布24小时内被处理了约1万亿Token。当模型迭代进入“周更时代”，一个越来越尖锐的工程问题浮出水面：你的应用架构，跟得上这个节奏吗？

covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...

本内容遵循CC 4.0 BY-SA版权协议 这是一棵可增量生长的文章树。本系列只覆盖「单 Agent 范式」这一层：一个 LLM 在循环中基于环境反馈使用工具，直到任务完成或触发停止条件。 工作流范式（五种编排模式）、多 Agent 范式（拓扑与协调）、框架选型属于同级的 ...

大模型过去一直在模仿 System Two，试图把所有问题都变成深思熟虑的长篇大论。Jev 给 LLM 补齐高速、轻量、只凭直觉做判断的 System OneLLM对话能力上超越人类，但大规模自动化应用迟迟没有普及因为LLM ...

I copied a Python dictionary, but the original still changed. Here's how shallow copies, shared references, and deep copies ...

Spread the love“`html Alright, let’s talk about something that’s probably been gnawing at you if you’re a recent grad, or even if you’re just thinking about your next career move: what’s actually ...

October 2026 TIOBE Index sees Python rebound, Java narrow the gap with C++, R pass SQL, Rust hold No. 10, and Julia return to ...

Googlebooks are getting a Linux terminal, giving users access to a virtual Linux environment for development, scripting, and ...

Lovely! These tags are kept updated automatically when new minor or patch version are released. The python script in src/docker_python_nodejs handling this is run twice a day on GitHub actions. Image ...

Every month the South Florida Water Management District awards cash bonuses to contracted hunters for the number of pythons they eliminate.

Antimony 3 extends the human-readable modeling language to support SBML Level 3 Core and its FBC, Distributions, Layout, and ...

Spread the love“`html Look, if you’re a young developer, especially one fresh out of school or just starting your career, you ...