Skip to content

Instantly share code, notes, and snippets.

View mikamboo's full-sized avatar
🏠
Working from home

Michaël P.O. mikamboo

🏠
Working from home
View GitHub Profile

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.

@mikamboo
mikamboo / .gitlab-ci.yml
Created January 29, 2021 09:09 — forked from angeloreale/.gitlab-ci.yml
Dockerizing a Node.js and MongoDB app with CI/CD Pipelines on Gitlab for staging and production environments.
image: docker:stable
variables:
DOCKER_DRIVER: overlay2
CONTAINER_IMAGE: registry.gitlab.com/$CI_PROJECT_PATH
STAGE_CONTAINER: dev
PROD_CONTAINER: prod
DEV_FOLDER: /path/to/repo/dev
PROD_FOLDER: /path/to/repo/prod
@JamieCurnow
JamieCurnow / firestore.ts
Created December 8, 2020 13:33
Using Firestore with Typescript - no examples
/**
* This Gist is part of a medium article - read here:
* https://jamiecurnow.medium.com/using-firestore-with-typescript-65bd2a602945
*/
// import firstore (obviously)
import { firestore } from "firebase-admin"
// Import or define your types
// import { YourType } from '~/@types'
@wilsonkhlam
wilsonkhlam / Vagrantfile
Created September 25, 2019 16:18
Provision Single Master, Multi-nodes Kubernetes Cluster with Vagrant
IMAGE_NAME = "bento/ubuntu-16.04"
N = 2
Vagrant.configure("2") do |config|
config.ssh.insert_key = false
config.vm.provider "virtualbox" do |v|
v.memory = 1024
v.cpus = 2
version: '3'
services:
master:
build:
context: .
dockerfile: ./master.Dockerfile
working_dir: /root/playbooks
volumes:
- /c/repos/ansible/playbooks:/root/playbooks
- /c/repos/ansible/config:/etc/ansible
@steimntz
steimntz / create_user_for_namespace.sh
Last active May 13, 2026 16:23
Script to create user with permission for a specific namespace.
#!/bin/bash
# In honor of the remarkable Windson
#/bin/bash
namespace=$1
if [[ -z "$namespace" ]]; then
echo "Use "$(basename "$0")" NAMESPACE";
exit 1;
fi
@angeloreale
angeloreale / .gitlab-ci.yml
Last active April 17, 2025 08:12
Dockerizing a Node.js and MongoDB app with CI/CD Pipelines on Gitlab for staging and production environments.
image: docker:stable
variables:
DOCKER_DRIVER: overlay2
CONTAINER_IMAGE: registry.gitlab.com/$CI_PROJECT_PATH
STAGE_CONTAINER: dev
PROD_CONTAINER: prod
DEV_FOLDER: /path/to/repo/dev
PROD_FOLDER: /path/to/repo/prod
@alexanmtz
alexanmtz / auth.js
Last active April 5, 2021 15:32
Routes on front-end using react router
class Auth {
/**
* Authenticate a user. Save a token string in Local Storage
*
* @param {string} token
*/
/* eslint-disable no-undef */
static authenticateUser (token) {
localStorage.setItem('token', token)
}
@superseb
superseb / expose-udp-nginxingress-rancher2-custom.md
Last active October 31, 2023 10:46
Expose UDP service via NGINX ingress controller on Rancher 2 custom cluster
@christianlacerda
christianlacerda / firestore-field-filter.ts
Last active April 28, 2023 05:18
Filters Firestore events based on field name and event type
import * as admin from 'firebase-admin';
import { Change, EventContext } from 'firebase-functions';
import { isEqual } from 'lodash';
import DocumentSnapshot = admin.firestore.DocumentSnapshot;
import FieldPath = admin.firestore.FieldPath;
const isEquivalent = (before: any, after: any) => {
return before && typeof before.isEqual === 'function'
? before.isEqual(after)