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Tommy Nguyen tuannvm

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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.

-- Eviline config for lualine
-- Author: shadmansaleh
-- Credit: glepnir
local lualine = require 'lualine'
-- Color table for highlights
local colors = {
bg = '#202328',
fg = '#bbc2cf',
yellow = '#ECBE7B',
@3n21c0
3n21c0 / main.go
Last active December 30, 2025 18:52
A simple golang web server with basic logging, tracing, health check, graceful shutdown and zero dependencies
package main
import (
"context"
"flag"
"fmt"
"log"
"net/http"
"os"
"os/signal"
@troyharvey
troyharvey / deployment.yml
Last active April 7, 2026 13:20
Using Kubernetes envFrom for environment variables
# Use envFrom to load Secrets and ConfigMaps into environment variables
apiVersion: apps/v1beta2
kind: Deployment
metadata:
name: mans-not-hot
labels:
app: mans-not-hot
spec:
replicas: 1
@seeruk
seeruk / docker-compose-v3.yml
Last active July 20, 2017 12:54
Concourse CI working with Docker Compose V3 syntax.
version: "3"
services:
concourse-db:
image: postgres:9.5
environment:
- POSTGRES_DB=concourse
- POSTGRES_USER=concourse
- POSTGRES_PASSWORD=changeme
- PGDATA=/database
@cweilguny
cweilguny / docker-compose-gitlab.yml
Last active October 27, 2021 00:55
A docker-compose config in v3 format for nginx-proxy with separate containers for nginx, dockergen and letsencrypt-companion. Additional example on how to get GitLab docker container running with this nginx-proxy setup. You need to create the docker network before, just run 'docker network create nginx-proxy'. Docker will tell you so if you don'…
version: '3'
services:
web:
image: 'gitlab/gitlab-ce:latest'
restart: always
hostname: 'gitlab.example.com'
environment:
GITLAB_OMNIBUS_CONFIG: |
external_url 'https://gitlab.example.com'
nginx['listen_port'] = 80
@so0k
so0k / README.md
Last active November 10, 2020 12:42
AWS CLI ElasticBeanstalk ec2 Queries

AWS CLI snippets

The AWS Command Line Interface is a very powerfull ally to anyone managing AWS Infrastructure.

While automating infrastructure with Terraform, some configuration can be quickly retrieved using AWS CLI.

Alternatively, some information is hard to piece together from the AWS console, in which case terminal scripts can provide fast and simple windows into your cloud.

AWS Documentation

@so0k
so0k / kubectl.md
Last active April 8, 2026 10:42
Playing with kubectl output

Kubectl output options

Let's look at some basic kubectl output options.

Our intention is to list nodes (with their AWS InstanceId) and Pods (sorted by node).

We can start with:

kubectl get no