于是我们花了两周时间，测了10款AI编程助手，从国际大牌到国产新秀，从IDE插件到命令行工具，从代码补全到智能体协作。累计跑了上百个测试用例，看了几千行生成代码，开了无数个吐槽会。

点击上方“Deephub Imba”,关注公众号,好文章不错过 !本文会带你从零搭建一个完整的概念验证项目（POC），技术栈涵盖 Adaptive RAG、LangGraph、FastAPI 和 Streamlit 四个核心组件。Adaptive RAG 负责根据查询复杂度自动调整检索策略；LangGraph 把多步 LLM 推理组织成有状态的可靠工作流；FastAPI 作为高性能后端暴露整条..

Meta has quietly launched its $2 billion acquisition, Manus, as an autonomous AI agent on Telegram. Discover how this "action engine" builds apps, analyzes data, and browses the web for you.

Use the vitals package with ellmer to evaluate and compare the accuracy of LLMs, including writing evals to test local models ...

A REST API (short for Representational State Transfer Application Programming Interface) is a way two separate pieces of ...

Kimi 刚刚上线了 Kimi Claw。简单来说，这是官方托管的云端 OpenClaw。 这意味着你不需要服务器，不需要懂代码，只需要点击一下，就能拥有一个 7x24 小时在线、具备长期记忆、能操作浏览器的云端 Agent。

Update implements Jakarta EE 11 platform and brings support for Jakarta Data repositories and virtual threads.

最近发现讯飞星辰 MaaS 平台有免费的 GLM-5 大模型，尝试接入了自己的 NEW-api 分发平台踩了几个文档里不会告诉你的坑。本文记录完整的 ...

Think of a REST API like a waiter in a restaurant. You (an app) tell the waiter what you want (your request), and the waiter goes to the kitchen (the server) to get it for you. REST is just a set of ...

Your trading bot crashes at 3 AM because the forex feed went silent. Real-time currency data really shouldn't mean spe ...

Pull fresh Unsplash wallpapers and rotate them on GNOME automatically with a Python script plus a systemd service and timer.

Anthropic 近期正式推送 Claude Opus 4.6 版本，此次更新堪称“Agent 能力跃迁”——不仅实现模型核心指标全面飙升，上下文窗口直接翻五倍至 1M Token，更给 Claude Code 新增 agent-teams 协作功能，彻底打破此前 AI 并行处理的局限。但Claude官方服务存在区域访问限制，且官方API接口也存在解析适配问题，而一步API 作为企业级AI解决方 ...