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 ...

“It is always impossible. Until it is done.” This week as the Class of 2025 mark their rite of passage from those childish ...

最近在写一本《Harness Engineering 实战》。第七章是验证层，原本只是想引几篇 Anthropic 和 METR 的论文带过去。结果跑实验跑出了几个反直觉的数字，干脆停下来把整章重新梳理了一遍。 我用 DeepSeek 改 5 个 Python bug，每个跑 3 次。 15 次结果都是"任务完成 "。

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

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 ...

The Aquarium of the Pacific is taking visitors on a whimsical, almost out-of-this-world journey with its latest exhibition. But the Long Beach facility isn’t looking at space, but deep in the oceans ...

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 ...

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 ...

In 1962, the architect Buckminster Fuller envisioned a floating city that would free humanity from its dependence on the Earth. The speculative project consisted of enormous geodesic spheres that ...

Justin Morgan-Parmett spent three decades as a competitive debate coach, which often led to him experiencing sensory overload. After he was diagnosed with fibromyalgia, a chronic condition causing ...

Sigrid Jin woke up to chaos and shipped "Claw Code" by breakfast. Here's everything it taught the world.

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 ...