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Jakub Hrášek hrasekj

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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.

@bosdhill
bosdhill / zed-gerrit-provider.sh
Last active January 27, 2026 16:23
Zed gerrit task and keymap for permalink / PR links
#!/bin/sh
#
# Copy this script to ~/.local/bin/zed-gerrit-provider.sh
#
# gerrit - Script for Gerrit permalink & PR link support
case "${1:-}" in
open-review)
# Opens Gerrit review for selected Change-ID
if [ -z "${ZED_SELECTED_TEXT:-}" ]; then
@yarlson
yarlson / README.md
Created October 23, 2024 16:42
Docker Image Sync Script

Docker Image Sync Script

Direct host-to-host Docker image transfer utility that preserves layer caching without requiring a registry. Useful for transferring locally built images to remote hosts while maintaining Docker's layer efficiency.

Features

  • Preserves layer caching by transferring only missing layers
  • Parallel blob transfer with SSH optimization
  • No registry required

Usage

@Diaoul
Diaoul / monitors.sh
Last active March 17, 2026 07:26
Arrange workspace on multiple monitors (Hyprland)
#!/usr/bin/env bash
# IMPORTANT: this script is now part of my dotfiles and maintained there
# see https://github.com/Diaoul/dotfiles/blob/main/.config/hypr/scripts/workspaces.sh
set -e
declare -i last_called=0
declare -i throttle_by=4
@throttle() {
local -i now=$(date +%s)
@JacobWeisenburger
JacobWeisenburger / makeSearchParamsObjectSchema.ts
Last active April 19, 2025 19:41
a way to parse URLSearchParams with Zod
import { z } from 'zod'
function safeParseJSON ( string: string ): any {
try { return JSON.parse( string ) }
catch { return string }
}
function searchParamsToValues ( searchParams: URLSearchParams ): Record<string, any> {
return Array.from( searchParams.keys() ).reduce( ( record, key ) => {
const values = searchParams.getAll( key ).map( safeParseJSON )
@marklawlor
marklawlor / kysely-types.ts
Last active August 3, 2023 19:29
Prisma/Kysely database
/* eslint-disable @typescript-eslint/ban-types */
/* eslint-disable @typescript-eslint/no-explicit-any */
import type { Prisma, PrismaClient, PrismaPromise } from "@prisma/client";
import type { CamelCase, Merge, SnakeCase, PascalCase } from "type-fest";
import {
ColumnType,
DummyDriver,
Generated,
Kysely,
MysqlAdapter,
@quangdinh
quangdinh / gammastep.sh
Last active November 6, 2025 23:56
Sway / Waybar / Wofi / Swaylock config & styles
#!/usr/bin/env bash
pid=$(pgrep gammastep)
if [[ $1 = "toggle" ]]; then
if pgrep -x "gammastep" > /dev/null; then
kill -9 $(pgrep -x "gammastep");
else
gammastep -O ${GAMMASTEP_NIGHT:-3500} &
fi
@jfcherng
jfcherng / st4-changelog.md
Last active February 26, 2026 10:28
Sublime Text 4 changelog just because it's not on the official website yet.
@samthor
samthor / code.js
Last active July 18, 2022 11:02
Async cancellable promises
// nb. This code is available in an ES module of Promise helpers, here:
// https://github.com/samthor/promises
// symbol returned to indicate that a call was cancelled
export const takeoverSymbol = Symbol('takeover');
/**
* Accepts a generator function, which yields Promises, and converts it to an async function
* that cancels any previous calls.
*/
@wellcaffeinated
wellcaffeinated / RXJS Observable from mongoose (mongodb) cursor.js
Created May 30, 2018 21:35
Rx.Observable that can sequentially pull data from a mongoose (mongodb) cursor with fine control over concurrency
const Rx = require( 'rxjs/Rx' );
// This took me way too long to figure out. Hope this helps someone.
// <3 Well Caffeinated
function fromCursor( cursor ){
return new Rx.Observable((obs) => {
// is the connection closed
var closed = false
// get the next document