JEV 审核初级页面分析中可由结构编辑修复的错误，LLM 按需修复。两者分开是为了让 正确页面保留确定性结果，错误页面获得语义修正，而不是为每页固定增加一次 LLM 调用。 送修比例同时取决于上游错误和审核误判，不能单独作为质量指标。 审核边界 只判断 ...

Building practical AI tools for technical documentation, engineering standards, and developer workflows. 我关注 AI Skills、技术文档自动化、工程规范与开发者工作流。项目通常从一个高约束场景出发，将领域知识、流程和校验规则沉淀为可直接复用的工具。 面向技术标书、方案设计 ...

This voice experience is generated by AI. Learn more. This voice experience is generated by AI. Learn more. Mahendran Chinnaiah: IEEE Senior Member & Architect across the USA, UAE & India. Creator of ...

With about 9.6 million parameters, the noise was almost completely gone. Radeon RX 9070 XT × Windows 11 ProThis time, I'm taking a slight detour from my usual local LLM topics to talk about an AI that ...

Let's Generate Random NumbersHello, I'm Shiori Asazumi.Today, let's try out "Let's Generate Random Numbers" together. We will explain the range including both ends of randint and check the results.Don ...

Can Windows improve before x86 catches up? It's unlikely.

Forty percent of security teams now use AI every day, and another 56% are testing it. Only 4% have no plans to adopt it, according to Prophet Security's State of AI in Security Operations 2026 survey ...