Kuitos kuitos

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

Claude Code vs Oh-My-OpenCode：Agent 编排架构对比

基于社区逆向的 Claude Code 系统提示词，与 oh-my-opencode 源码的对比分析

架构差异

维度	Claude Code	Oh-My-OpenCode
架构	单 agent + 轻量 subagent	10 agent 多层编排
规划	用户手动 `/plan` 或 agent 自行规划	Prometheus 采访 → Metis 预分析 → Momus 审查，完整流水线

Oh-My-OpenCode 内置 Agent 系统深度分析

一、Agent 总览

该项目实现了一个多层级的 Agent Team 架构，共有 10 个内置 Agent，分为四层协作：

层级	Agent	角色	成本	权限
编排层	Sisyphus	主编排器，意图识别 + 路由 + 委托	EXPENSIVE	读写
	Hephaestus	自主深度工作者，不问问题埋头干	EXPENSIVE	读写

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What forces layout / reflow

All of the below properties or methods, when requested/called in JavaScript, will trigger the browser to synchronously calculate the style and layout*. This is also called reflow or layout thrashing, and is common performance bottleneck.

Element

Box metrics

elem.offsetLeft, elem.offsetTop, elem.offsetWidth, elem.offsetHeight, elem.offsetParent
elem.clientLeft, elem.clientTop, elem.clientWidth, elem.clientHeight
elem.getClientRects(), elem.getBoundingClientRect()

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<title>github</title>
	</head>
	<body>

	<script src="https://unpkg.com/lodash@4.17.4/lodash.js"></script>
	<script type="module">

	<!--
	Created by Kuitos on 2015/03/06 10:15 AM.
	Email: kuitos.lau@gmail.com
	author: EdwardCTaylor
	author: Kuitos
	Licence: MIT
	-->
	<!DOCTYPE html>
	<html>
	<head>

	<div>
	<a href="{{protocol}}//{{host}}{{pathname}}">{{protocol}}//{{host}}{{pathname}}</a>
	</div>

	<script>

	function Template(node) {

	var prototype = document.createDocumentFragment();
	prototype.appendChild(node);