点击上方“Deephub Imba”,关注公众号,好文章不错过 !本问将覆盖 API 的每个核心部分：定义模型、约束字段、写验证器、组合嵌套结构、控制序列化。所有示例基于 Pydantic v2 和 Python 3.10+，每个清单完整可运行。用 ...

We built it on Claude Sonnet 3.5 in early 2025. We upgraded to 3.7 without incident, and to 4.0 without incident. By the time ...

Programming electronic systems is easier than ever. MicroPython makes it simple to program affordable MCUs, from the ...

随着人工智能技术的飞速演进，智能代理（AI Agent）已从单一任务执行工具向多模态协同系统转变。传统单智能体工具在复杂业务场景中逐渐暴露出局限性，如任务处理能力单一、跨系统协作困难、企业级部署复杂等问题，难以满足现代业务对智能化、自动化的 ...

Het programmeren van kleine elektronische systemen is eenvoudiger dan ooit. MicroPython maakt het eenvoudig om betaalbare microcontrollers te programmeren, van de Raspberry Pi Pico tot ESP32-boards ...

阿里妹导读文章内容基于作者个人技术实践与独立思考，旨在分享经验，仅代表个人观点。一、背景在 OpenClaw、Claude Code 等产品出现之前，开发同学实现一个 Agent 的基本思路是：基于 LLM 实现一个 Loop 调用，配合 MCP 或代码层面自定义的工具来完成 ReactAgent；或者利用 Spring AI、LangGraph ...

Nicola Jones is a freelance writer in Pemberton, Canada. Last year, climate researcher Zeke Hausfather was playing around with climate-data visualizations, trying to find new and shocking ways to show ...

The default Python install on Windows 11 comes packed with a variety of helpful tools and features. After a you successfully install Python on Windows, you should test out Python's built-in REPL tools ...

There are numerous ways to run large language models such as DeepSeek, Claude or Meta's Llama locally on your laptop, including Ollama and Modular's Max platform. But if you want to fully control the ...

Anthropic says it accidentally leaked the source code for Claude Code, which is closed source, but the company says no customer data or credentials were exposed. While Anthropic pledges support to the ...

Depending on who you ask, “DEF” might as well be a four-letter word. The acronym stands for diesel exhaust fluid, a solution that breaks down nitrogen oxides and significantly reduces emissions from ...

When it comes to coding, peer feedback is crucial for catching bugs early, maintaining consistency across a codebase, and improving overall software quality. The rise of “vibe coding” — using AI tools ...