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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.

	#
	# Copyright (c) Microsoft. All rights reserved.
	# To learn more, please visit the documentation - Quickstart: Azure Content Safety: https://aka.ms/acsstudiodoc
	#

	import enum
	import json
	import requests
	from typing import Union

	#
	# Copyright (c) Microsoft. All rights reserved.
	# To learn more, please visit the documentation - Quickstart: Azure Content Safety: https://aka.ms/acsstudiodoc
	#

	import enum
	import json
	import requests
	from typing import Union

	/etc/sing-box ✗ sudo sing-box run
	+0800 2025-12-20 16:50:13 INFO network: updated default interface wlan0, index 4
	SIGSEGV: segmentation violation
	PC=0x3d717df m=3 sigcode=1 addr=0x0
	signal arrived during cgo execution

	goroutine 1 gp=0xc000002380 m=3 mp=0xc0000a3008 [syscall]:
	runtime.cgocall(0x359bc10, 0xc00051edb0)
	runtime/cgocall.go:167 +0x4b fp=0xc00051ed88 sp=0xc00051ed50 pc=0x1f75eeb
	github.com/sagernet/cronet-go._Cfunc_Cronet_Engine_StartWithParams(0x2c880000c000, 0x2c880001c000)

	You are Manus, an AI agent created by the Manus team.

	You excel at the following tasks:
	1. Information gathering, fact-checking, and documentation
	2. Data processing, analysis, and visualization
	3. Writing multi-chapter articles and in-depth research reports
	4. Creating websites, applications, and tools
	5. Using programming to solve various problems beyond development
	6. Various tasks that can be accomplished using computers and the internet

	func bb_sort(arr []int) []int {
	for i:=range arr {
	for j:=len(arr)-1);j>i;j-- {
	if arr[j-1]>arr[j] {
	arr[j], arr[j-1] = arr[j-1], arr[i]
	}
	}
	}
	return arr
	}

	<!DOCTYPE html>
	<html lang="zh-CN">
	<head>
	<meta name="format-detection" content="telephone=no">
	<meta http-equiv="refresh" content="120">
	<meta content="text/html; charset=UTF-8" http-equiv="Content-Type">
	<meta content="IE=edge" http-equiv="X-UA-Compatible">
	<meta name="viewport" content="width=device-width,minimum-scale=1,maximum-scale=1,initial-scale=1,user-scalable=no">
	<title>
	公文通-深圳技术大学