本内容遵循CC 4.0 BY-SA版权协议 本文聚焦Python后端在单机Docker环境下的可交接部署实践，强调操作手册需明确资源归属、检查点前置、发布与回滚的边界条件、备份恢复责任到人、SSH隧道纳入文档、复盘基于动作与证据。内容覆盖SQLite持久化、Compose项目隔离 ...

Pluto Security研究团队于2026年10月29日发布了Load/Mine报告，披露了一场通过恶意Hugging Face模型仓库传播的加密货币挖矿及后门活动。报告统计了分布在七个Hugging ...

Keep your AI coding sessions named after what they actually became — Claude Code, Codex, Cursor and more. Auto-renames idle sessions, searches across 8 tools, native macOS app + Windows GUI. - ...

本内容遵循CC 4.0 BY-SA版权协议 本博客验证数字生命系统在连续10次进程杀掉与重建后，基因信息的跨进程保持能力。核心判据为亲子回归斜率b沿断代链的变化趋势，结果显示b经历一次性骤降后显著回升，未出现累积衰减；衰减归因于alive状态重置，而非进程重启 ...

去年年底，团队里一位同事改了一行 SKILL.md 的描述文字，把“优先查询订单状态”改成了“根据用户诉求选择合适工具”。代码没报错，pytest 全绿，PR 顺利合并。三天后线上开始出现跳过订单校验直接退款的事故。 这件事让我意识到一个问题：我们给 Skill 写测试的方式，和给普通代码写测试的方式，几乎完全是两回事。 普通代码改坏了，测试挂掉；Skill 改坏了，Agent 依然“能跑”，只是 ...

日期：2026-10-25 America/Los_Angeles。状态：软件实现；生产部署、实网采样和故障/重启验收暂缓。 范围与既有决策 本次落实待办 ...

Claude Code forgets past sessions. Discover how a three-layer memory system preserves decisions, mistakes, and context using ...

Incidents where API keys are leaked due to code written by developers, leading to cloud bankruptcy, are endless. When requesting code reviews from LLMs, cases where confidential credentials or unverif ...

Build an AI code review pipeline on GitHub Actions with Semgrep, reviewdog and a Python model reviewer. 12 steps, tested code ...

Autonomous AI coding environments have evolved from simple code autocompletion to "AI agents that analyze the entire project and autonomously modify code." However, in development settings, issues ...

Binance says a fake job interview and malicious code repository led to its $6.3B theft. Here is what the fake job interview ...

Nvidia’s Vera processor leads several Python tests against Intel and AMD server chips, giving its AI infrastructure pitch a ...