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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.

Hey, all --
I wanted to let you know that I'm planning on retiring from work in the public hacking scene.
Atmosphere (and my work on the Switch) have been an enormous labor of love for me for the past eight and a half years, and it's been an honor for me to dedicate so much of my life towards this kind of work.
That said, I am getting older. I find myself with less time to dedicate towards it, more responsibilities, and a changing personal life.
Particularly with my hoping to have kids in a foreseeable time horizon, I'm thinking I have to re-evaluate how much time I can spend on hobby projects.
@mmozeiko
mmozeiko / gpu_api_matrix.md
Last active October 2, 2026 07:32
GPU API matrix
↓ on → CPU OpenGL OpenGLES D3D9 D3D11 D3D12 Vulkan Metal
OpenGL [llvmpipe][] - [gl4es][] [TitaniumGL][] [d3d12][] [zink][]
OpenGLES [llvmpipe][] [SwiftShader][slegacy] [ANGLE][] - [ANGLE][] [ANGLE][] [d3d12][] [ANGLE][] [zink][] [ANGLE][] [ANGLE][] [MoltenGL][]
D3D9 [SwiftShader][slegacy] [wined3d][] - [D3D9on12][] [DXVK][]
D3D11 [WARP][] [wined3d][]
@mosajjal
mosajjal / buildinfo.go
Created January 6, 2024 23:01
get build info of a go binary
package main
import (
"debug/buildinfo"
"encoding/json"
"flag"
"fmt"
"log"
)
@JJTech0130
JJTech0130 / gsa.py
Last active September 25, 2026 23:41
Apple's GrandSlam Authentication protocol
import base64
import hashlib
import hmac
import locale
import plistlib as plist
from datetime import datetime
import logging
import requests
import srp._pysrp as srp
import urllib3
@mmozeiko
mmozeiko / !README.md
Last active October 7, 2026 03:51
Download MSVC compiler/linker & Windows SDK without installing full Visual Studio

This downloads standalone MSVC compiler, linker & other tools, also headers/libraries from Windows SDK into portable folder, without installing Visual Studio. Has bare minimum components - no UWP/Store/WindowsRT stuff, just files & tools for native desktop app development.

Run py.exe portable-msvc.py and it will download output into msvc folder. By default it will download latest available MSVC & Windows SDK from newest Visual Studio.

You can list available versions with py.exe portable-msvc.py --show-versions and then pass versions you want with --msvc-version and --sdk-version arguments.

To use cl.exe/link.exe first run setup_TARGET.bat - after that PATH/INCLUDE/LIB env variables will be updated to use all the tools as usual. You can also use clang-cl.exe with these includes & libraries.

To use clang-cl.exe without running setup.bat, pass extra /winsysroot msvc argument (msvc is folder name where output is stored).

@sarkrui
sarkrui / reset.sh
Created November 21, 2021 12:49
reset iMazing photos export counts
```bash
sudo rm -rf /Users/p.xing/Library/Application\ Support/iMazing/Prefs/.sets
```
### Unofficial Dump of UniFi system.cfg Properties
###
### WARNINGS:
### - This list is undocumented, unsupported, and incomplete.
### - Some options may be deprecated and ignored.
### - Some options WILL break your setup.
### - Some options work now but WILL break you in a future firmware update.
###
### USING THESE:
### See https://help.ui.com/hc/articles/205146040#2
@blacktop
blacktop / DeviceTree.vma2macosap.md
Last active January 30, 2022 17:46
AssetData/boot/Firmware/all_flash/DeviceTree.vma2macosap.im4p
❯ brew install blacktop/tap/ipsw
❯ ipsw download ota -V --macos --device Macmini9,1 --model J274AP
❯ unzip -l 8093b01ee46664b82427188ff61334501fd1b0d8.zip | grep DeviceTree
{
"iOS": {
"iOS release": "01c1d682-6e8f-4908-b724-5501fe3f5e5c",
"iOS alternate": "c724cb61-e974-42d3-a911-ffd4dce11eda",
"iOS generic": "0c88076f-c292-4dad-95e7-304db9d29d34",
"iOS 11 developer beta": "b7580fda-59d3-43ae-9488-a81b825e3c73",
"iOS 11 AppleSeed beta": "f23050eb-bdfa-4b23-9eca-453e3b1a247c",
"iOS 11 public beta": "5839f7cf-9610-483a-980f-6c4266a22f17",
"iOS 12 developer beta": "ef473147-b8e7-4004-988e-0ae20e2532ef",
"iOS 12 public beta": "94bf0742-38e6-4379-adf9-ec9995dde586",