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Junliang Hu vtta

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  • The Chinese University of Hong Kong
  • Hong Kong
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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.

@buptczq
buptczq / detect.py
Last active January 30, 2022 06:39
QQ URL detect
import hashlib
import struct
import sqlite3
def md5hash(buf):
return hashlib.md5(buf.encode("utf-16")[2:]).digest()
def md5cmp(buf, postfix, a1, a2, a3, a4):
if len(buf) < postfix:
return False
@laggardkernel
laggardkernel / startup-time-of-zsh.md
Last active January 29, 2026 17:37
Comparison of ZSH frameworks and plugin managers

Comparison of ZSH frameworks and plugin managers

Changelog

  • update 1: add a FAQ section
  • update 2: benchmark chart and feature comparison table
  • update 3:
    • improve the table with missing features for antigen
    • new zplg times result

TLDR

@resilar
resilar / execve.c
Created March 8, 2017 17:07
Linux x86(-64) - execve("/bin/sh", ["/bin/sh", 0], 0) shellcode (38 bytes)
/*
* Linux x86(-64) - execve("/bin/sh", ["/bin/sh", 0], 0) shellcode (38 bytes)
* 31c050488b1424eb105478065e5fb03b0f05595b40b00bcd80e8ebffffff2f62696e2f736800
*
* - offset - bytes 32-bit code 64-bit code
* 0x00000000 31c0 xor eax, eax xor eax, eax
* 0x00000002 50 push eax push rax
* 0x00000003 48 dec eax rex.w
* 0x00000004 8b1424 mov edx, dword [esp] mov rdx, qword [rsp]
* 0x00000007 eb10 jmp 0x19 jmp 0x19
@mauriciopoppe
mauriciopoppe / _README.md
Last active January 14, 2026 18:26
Generic Makefile example for a C++ project
@ryerh
ryerh / tmux-cheatsheet.markdown
Last active June 5, 2026 03:23 — forked from MohamedAlaa/tmux-cheatsheet.markdown
Tmux 快捷键 & 速查表 & 简明教程

注意:本文内容适用于 Tmux 2.3 及以上的版本,但是绝大部分的特性低版本也都适用,鼠标支持、VI 模式、插件管理在低版本可能会与本文不兼容。

Tmux 快捷键 & 速查表 & 简明教程

启动新会话:

tmux [new -s 会话名 -n 窗口名]

恢复会话:

@papaeye
papaeye / mactex-uninstaller.sh
Created May 16, 2015 06:51
Generate MacTeX uninstall script
#!/bin/bash
# https://tug.org/mactex/uninstalling.html
echo "# Uninstall TeX"
echo "rm -rf /usr/local/texlive"
echo "# Uninstall GUI Applications"
echo "rm -rf /Applications/TeX"
@Earnestly
Earnestly / llpp.conf.xml
Last active September 8, 2025 00:27
Basic vi-like emulation using llpp's new keymapping. Also some other defaults and examples for custom fonts.
<llppconfig>
<ui-font size='18'>
<![CDATA[/home/earnest/.local/share/fonts/Fontin-Regular.otf]]>
</ui-font>
<defaults zoom='100'
auto-scroll-step='12'
horizontal-scroll-step='24'
case-insensitive-search='true'
uri-launcher='$BROWSER &quot;%s&quot;'
@chales
chales / ssh-config
Last active July 9, 2025 21:41
SSH Config - Sample file to show staff the common options to add to your '~/.ssh/config' file. This is just a text file and should have the same perms as the other files in ~/.ssh, usually 600 (read and write by user only).
#### Example SSH config file
# Host = a list of domains, IPs and personalized aliases that use this config
# entry. These alias names follow "Host" and are space delimited.
# e.g. Host 192.168.1.1 example.com example1 myalias1
# Hostname = the IP or real hostname
# e.g. Hostname 192.168.1.1
# User = the username
# e.g. User jdoe
# Port = if this is a non standard port, i.e. not 22
@skyscribe
skyscribe / .gdbinit
Created October 30, 2012 03:04
GDB init file to print STL containers and data members
#
# STL GDB evaluators/views/utilities - 1.03
#
# The new GDB commands:
# are entirely non instrumental
# do not depend on any "inline"(s) - e.g. size(), [], etc
# are extremely tolerant to debugger settings
#
# This file should be "included" in .gdbinit as following:
# source stl-views.gdb or just paste it into your .gdbinit file