::: warning 关于本节代码的验证状态 Step 1 改写自 Reg 矢量计算概述 的官方示例。文档构建检查用于验证页面生成和站内链接， 不代表 API 示例已通过设备运行验证。所以请把它当作 结构正确的起点，而不是保证可运行的代码——第一次跑的时候对照报错逐步调整是正常的。

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 ...

环境安装 根据下面示例，同时安装KTransformers和LLaMA-Factory环境，这次为了简化KTransformers的安装流程，我们特意封装了wheel包避免本地编译，具体安装步骤如下：（注意对应好本地的python版本、torch版本、cuda版本和不同文件名的KTransformers包） ...

Set it up before going to bed, and wake up the next morning to find a large number of images ready.I thought it would be ...

Your Python cache can run the same work twice, even with the GIL. See the check-then-act race, the lru_cache gotcha, and how ...

Hello, this is Ponpaku.Released at the end of October 2026, the Japanese speech recognition model 'Haas-ja-v1.0' is ...

The exporter for Azure Monitor allows Python applications to export data from the OpenTelemetry SDK to Azure Monitor. The exporter is intended for users who require advanced configuration or have more ...

Deploy Azure OpenAI with GPT-5-mini by using the Azure Developer CLI. Run a local app that authenticates with Microsoft Entra ID instead of an API key. Send one request to the Responses API and print ...

How to use nvidia/Nemotron-3.5-Parse with Transformers: # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text ...

Durable Objects can act as WebSocket servers that connect thousands of clients per instance. You can also use WebSockets as a client to connect to other servers or Durable Objects. When a Durable ...

The hidden risk of AI at work is not just getting decisions wrong but it is losing the skills that make an organization uniquely good at getting them right.

Our NER pipeline, despite its simplicity in setup, did a pretty good job.