I drove its lattice-mcp tools by hand from a TypeScript client, checked every answer against grep, and hit five gotchas.

An AI optimization skill designed to solve the problem of AI writing unnecessarily long code or adding redundant libraries, forcing it to write only the shortest, simplest, and most minimal code like ...

This is the Python material that does not get left behind. Almost none of it is replaced by a framework later. Learn it, and keep this cheat sheet close by as a handy reference.

Learn how to apply Clean Architecture in Python without overengineering, using domain entities, use cases, Protocols, and ...

Slicing bytes copies. On a small payload nobody notices, but slice a large packet or image buffer in a loop and the copies ...

上下文感知（Context-aware）是智能体在离线、低资源环境中实现精准响应的核心能力。其技术本质是将实时任务状态、用户交互历史与本地结构化知识进行动态关联与检索，而非依赖云端大模型或高开销向量计算。SQLite 的 FTS5 全文检索模块原生支持 BM25 排序算法，具备毫秒级冷启动、可插拔中文分词 ...

Hello, I'm Aoi. I usually work from my room-cum-office in Sendai, handling personal development and the design and operation of local AI systems. Suddenly, have you ever fallen into this "RAG ...