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Abhinandan Sahu AbhieSpeaks

  • Mitek Systems
  • Amsterdam
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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.

@leodutra
leodutra / -setup-windows-wsl-devenv.md
Last active August 25, 2026 03:21
Install and Setup Windows Subsystem 2 for Linux, Hyper, ZSH + Oh My Zsh + Powerlevel9k + plugins, FNM + VSCode (+ext) and Nerd Font

Setup Windows Subsystem 2 for Linux

Windows Subsystem 2 for Linux, Hyper, ZSH + Oh My Zsh + Powerlevel9k + plugins, FNM + VSCode (+ext) and Nerd Font

To setup native Linux, see this gist

Preview

Requirements

@husa
husa / pre-commit.sh
Created September 8, 2015 14:39
Git pre-commit hook to run JS Unit Test before every commit
#!/bin/sh
red="\033[0;31m"
yellow="\033[1;33m"
green="\033[1;32m"
reset="\033[0m"
read -a changed_files <<< $(git diff --cached --name-only --raw)
# check if there're any JS related files in commit
runTests=false
@guilherme
guilherme / gist:9604324
Last active October 10, 2024 18:27
Git pre-commit hook that detects if the developer forget to remove all the javascript console.log before commit.
#!/bin/sh
# Redirect output to stderr.
exec 1>&2
# enable user input
exec < /dev/tty
consoleregexp='console.log'
# CHECK
if test $(git diff --cached | grep $consoleregexp | wc -l) != 0
then
@michaelcox
michaelcox / SpecRunner.js
Last active October 12, 2024 17:11
Browser Unit Testing with Backbone Mocha Chai and RequireJS
require.config({
baseUrl: '/backbone-tests/',
paths: {
'jquery' : '/app/libs/jquery',
'underscore' : '/app/libs/underscore',
'backbone' : '/app/libs/backbone',
'mocha' : 'libs/mocha',
'chai' : 'libs/chai',
'chai-jquery' : 'libs/chai-jquery',
'models' : '/app/models'