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Deploy 步骤刷了好几天下载日志仍未完成的部署，根因竟然和 GitHub 半点关系没有？换 CI 平台、装面板都救不了它。本文记录 Actions + 阿里云 ECS 全链路 CI/CD 的踩坑实录：从镜像拉取地狱（含 registry-mirrors 管不到 ghcr 的机制盲区、南大 ghc...

Left: SWE-Bench Pro, where each task is a single user message, almost always a new feature or a bug fix. Right: the first five developer messages in sessions of software engineers working in JetBrains IDEs, counting only sessions with at least three messages. Each column is a message position, colored Cblocks are request types, and […]

I’ve been mulling this over for about a year now. The developer landscape has shifted to the point where you can’t scroll past the news without seeing someone declare “I never open my IDE anymore” or “I do everything in the terminal.” And those workflows genuinely work for some people. But not for everyone. I […]

When our AI code reviewer's cost per run doubled, we dug into the token usage to find out why. Learn how we used prompt caching and intelligent model routing to slash our inference bill by 68% while speeding up reviews.

Learn how to move an agent session from the GitHub Copilot app into VS Code without losing the conversation, code changes, or working context. The post How to continue a GitHub Copilot app session in VS Code appeared first on The GitHub Blog.

Clairic is a new model from Cloudflare that is a System One extraction modeI, capable of extracting, computing, estimating, and forecasting data from unstructured inputs.

CVE-2026-88771 lets attackers run commands on NetScaler Gateway before anyone signs in. Patching takes time most teams don't have, so the sign-in decision has to move in front of the vulnerable code.

前言 本文主要讲述变量名冲突的问题。 $\color{orange}免责声明$ 由于版本问题，您遇到的情况可能与我所讲述的不符，一切以本机版本为准，如果您遇到了其他问题，欢迎在评论区留下您的观点或遇到的问题。 即使现在变量名问题已经得到解决，我仍不建议大家在 NOI 系列比赛中使用这些变量名。 本人

For the last three years, we’ve been measuring developer sentiment and attitudes toward the role of AI across the software development lifecycle via our Developer Ecosystem surveys and AI Pulse surveys. The leap happening this year is striking. You can feel it in the air – especially in JetBrains Air – and see it in […]

Every session from October 7 is now on YouTube. .NET Day Online 2026 took place on October 7. Thanks to everyone who watched the livestream and asked questions in the chat! If you missed a session, or want to watch one again, all of them are now online. Watch the full playlist Here’s a quick […]

使用 .NET 11 RC2、Avalonia 与 AtomUI 构建 TKCode，介绍本机 Claude Code 与 Codex 的官方登录接入、独立 Agent Host 架构、自研 StreamMark 流式 Markdown 渲染，以及 NativeAOT 首帧和内存 CPU 的测量结果...

We tried, and it builds. We compiled the decision-making part of a Maven-style build tool into a fixed weight matrix and used it to build a real Java library. The output matches Apache Maven's byte for byte. A clean build with tests took 1.49× as long as the same logic written in Python (95% interval […]

gRPC 建立连接后是长连接。 底层基于 HTTP/2，而 HTTP/2 本身就是多路复用的长连接协议。连接一旦建立，默认会一直保持，直到某一方主动关闭或网络中断。 核心机制 1. 连接建立过程 gRPC 客户端启动时，会通过 ClientConn 与目标服务端建立 TCP 连接。如果是 TLS，还

重塑经典：用现代 Lean 4 重构《软件基础》全三卷与交互式文档 项目在线文档：https://ghost-silver.github.io/SF-lean4/ 开源代码仓库：https://github.com/Ghost-Silver/SF-lean4 作者：Ghost-Silver · SF

一文搞懂 Agent Sandbox（沙箱）：为什么 AI 不能随便操作你的电脑？ 一、为什么 Agent 需要沙箱？ 假设你正在使用 Claude Code、Codex 这样的 AI 编程助手。 你让 Agent 帮忙修改代码、安装依赖、运行测试，它都能自动完成。 但问题来了： 如果 Agent

以下是将整个步骤说明 漏洞利用流程的全方位详细整理版；整体按“授权准备 → 信息收集 → 漏洞确认 → 模块与 Payload 选择 → 参数配置 → 执行利用 → 会话管理 → 后渗透提权 → 横向移动注意事项 → 清理与报告 → 示例 → 检查清单”展开。仅限自有靶机、本地授权靶场或书面授权范围

前言 这是本人最近一个星期思考与规划的合集，包含了在学校多天的内容。 本文也可以理解为一篇周记。 聆听《勾指起誓》的同时阅读此文体验更佳～ whk 部分 背景 十月一外培回来后这是我第一次高中的月考，本次月考我考的也是很差好吧。 年级排名 rk 270，班级排名 rk 37. 综合来看，原因是我开学

MQTT Topic设计混乱导致项目返工频发。真实案例显示，无规范的命名引发大小写不匹配、通配符滥用、设备迁移失效等问题。核心问题在于Topic未形成统一语义骨架，身份与业务数据混杂。遵循“12条军规”：

本文用一个真实的论坛案例，从需求讲到部署，讲4件事：需求收敛、部署验证、3层证据验收、持续纠偏与独立复验。我们不教论坛代码怎么写，只教用户怎么指挥AI把论坛做出来。这套方法换个项目一样能用。

记录在 k3s 集群中通过 kubelet drop-in 将 memorySwap.swapBehavior 从 NoSwap 调整为 LimitedSwap，并用 Ansible 固化、逐节点