点击上方“Deephub Imba”,关注公众号,好文章不错过 !如果你的技术栈包括 PyTorch、LangGraph、FastAPI、向量数据库、MCP 服务器或自主智能体，Python 3.15 ...

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 ...

不要假设 python 可用 ——Windows 上 where python 可能命中 Microsoft Store stub（假成功），必须先过 P1。 不要复用源码目录里现成的 start-zcode.bat ——它是上一台机器的安装器生成的产物，内嵌那台机器的 Python 路径和上游表；换机后必须由安装器重新生成。

本文讲清 Harness² 解决什么问题、机制怎么跑通、实测数据、社区落地与未来边界。 做 Agent 的同学大概都有过这种感受：同一个大模型，换一套提示词、工具编排和记忆策略，干活稳定性就能差出一大截。模型没变，结果先变了。 模型表现拉胯时，很多人的第 ...

For those who have learned a little programming but don't know how to use it in actual work, I have compiled 10 Python scripts that you can use just by copying and making minor edits.From organizing ...

To start off, this is not a brag post.This is a true story of how I worked at a major SIer and grew a Python bot only during ...

Point your module imports to the lib directory — reference all the modules to that directory where they are first imported. Users can use their own system-installed Python with Flow Launcher, but in ...

Catch copied and lightly edited Markdown posts with a local Python check. Includes reproducible fixtures, measured overlap, ...

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

Cold storage crypto recovery drill: restore your backup on a second wallet and prove it with a watch-only Python script in 12 ...

На этой неделе в топ Хабра попала история о том, как Telegram Desktop при запуске рекурсивно чистил чужую папку C:\custom и унёс около 800 ГБ проектов и программ. Комментарии предсказуемо разделились.

Сохранение AI-видео на Python, проверка записи файла, обработка ошибок, работа с временными ссылками, использование Amazon S3 для хранения ...