本文介绍RAG检索质量调优，重点实验三个参数：分类过滤（category）限定检索范围，top_k控制返回片段数量，chunk_size和chunk_overlap影响文档切分。通过标题加权和来源去重提升相关性，并输出调试信息帮助排查。建议先检查检索结果、chunk完整性，再调整top_k和prompt，而非直接归咎模型。

CircleCI has launched Chunk Sidecars, a new capability designed to bring CI-style validation directly into an AI coding agent's inner development loop. By Craig Risi

Sometimes you may not like the default values of knitr’s chunk options, and you know how to change them (i.e., knitr::opts_chunk$set()), but it can be tedious to do it for every single document....

top chunk利用 House of Orange 略 House of Force /* finally, do the allocation */ p = av->top; size = chunksize (p); /* check that one of the above allocation paths succeeded */ if...