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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.

{
"name": "StakingPool",
"address": "0xddaAd340b0f1Ef65169Ae5E41A8b10776a75482d",
"abi": [
{
"inputs": [],
"stateMutability": "nonpayable",
"type": "constructor"
},
{
require "digest"
require "rack"
# This class encapsulates a unit of work done for a particular tenant, connected to that tenant's database.
# ActiveRecord makes it _very_ hard to do in a simple manner and clever stuff is required, but it is knowable.
#
# What this class provides is a "misuse" of the database "roles" of ActiveRecord to have a role per tenant.
# If all the tenants are predefined, it can be done roughly so:
#
# ActiveRecord::Base.legacy_connection_handling = false if ActiveRecord::Base.respond_to?(:legacy_connection_handling)
@mmozeiko
mmozeiko / !README.md
Last active August 27, 2026 04:11
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).

@bokub
bokub / 1_Google.md
Last active August 27, 2026 04:07
Free map tiles (with preview)

Free Google Maps tiles

URL: https://{s}.google.com/vt/lyrs={l}&x={x}&y={y}&z={z}

Parameters:

  • Subdomain: mt0, mt1, mt2, mt3
  • Layer:
    • m = standard roadmap
    • r = alternative roadmap
  • h = roads only
@krisleech
krisleech / renew-gpgkey.md
Last active August 27, 2026 04:07
Renew Expired GPG key

Renew GPG key

Given that your key has expired.

$ gpg --list-keys
$ gpg --edit-key KEYID

Use the expire command to set a new expire date:

@knazarov
knazarov / full_text_search_tarantool.lua
Created September 23, 2020 08:00
Full text search example for Tarantool
#!/usr/bin/env tarantool
local pickle = require('pickle')
local yaml = require('yaml')
function trivec(str)
str = string.lower(str)
local vec = ""