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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.

@GuiBibeau
GuiBibeau / 1.txt
Last active August 17, 2025 08:38
Vibe architecting prompts
I want you to refine this brainstorming document into a prompt for a deep research system that will be tasked with writing a technical spike
research document on a software engineering project. The goal of this research is to help guide future agentic coding systems into
having a good understanding of the technical landscape around the software the user wants to create.
<context>
Deep research is a category of product where large language models capable of test time compute are paired with capacities to:
- search the web
- browse documentatin
- read research paper
- further refine their research based on their finding
@tonysneed
tonysneed / windows-terminal-setup.md
Last active April 12, 2026 02:50
Windows Terminal Setup
@kerryboyko
kerryboyko / README.md
Last active May 13, 2026 01:43
VueJS Best Practices Guide

Deverus Vue.js Style Guide

Guide for developing Vue.js applications.

v. 0.0.1

Vue.js is an amazing framework, which can be as powerful as Angular or React, the two big heavy hitters in the world of front-end frameworks.

However, most of Vue's ease-of-use is due to the use of Observables - a pattern that triggers re-renders and other function calls with the reassignment of a variable.

@thomashagstrom
thomashagstrom / DropBoxService.cs
Last active April 7, 2024 15:51
Xamarin.Forms DropboxService API v2
using System;
using System.Collections.Generic;
using System.IO;
using System.Threading.Tasks;
using Dropbox.Api;
using Dropbox.Api.Files;
using HLI.Forms.Services;