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Steven Hoang baoduy

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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.

@ivanfioravanti
ivanfioravanti / mlx_memory.sh
Created January 4, 2025 16:42
Script to set MLX memory limits
#!/usr/bin/env bash
# Default values for percentages
DEFAULT_WIRED_LIMIT_PERCENT=85
DEFAULT_WIRED_LWM_PERCENT=75
# Read input parameters or use default values
WIRED_LIMIT_PERCENT=${1:-$DEFAULT_WIRED_LIMIT_PERCENT}
WIRED_LWM_PERCENT=${2:-$DEFAULT_WIRED_LWM_PERCENT}
@dabit3
dabit3 / marketplace.sol
Last active April 29, 2025 06:06
NFT Marketplace Smart Contract (V2)
// SPDX-License-Identifier: MIT
pragma solidity ^0.8.4;
import "@openzeppelin/contracts/utils/Counters.sol";
import "@openzeppelin/contracts/token/ERC721/extensions/ERC721URIStorage.sol";
import "@openzeppelin/contracts/token/ERC721/ERC721.sol";
import "hardhat/console.sol";
contract NFTMarketplace is ERC721URIStorage {
@davidfowl
davidfowl / .NET6Migration.md
Last active March 7, 2026 11:20
.NET 6 ASP.NET Core Migration
using System;
using System.Threading.Tasks;
namespace System.Collections.Concurrent
{
public static class ConcurrentDictionaryExtensions
{
/// <summary>
/// Provides an alternative to <see cref="ConcurrentDictionary{TKey, TValue}.GetOrAdd(TKey, Func{TKey, TValue})"/> that disposes values that implement <see cref="IDisposable"/>.
/// </summary>
@joshbuchea
joshbuchea / semantic-commit-messages.md
Last active May 26, 2026 20:34
Semantic Commit Messages

Semantic Commit Messages

See how a minor change to your commit message style can make you a better programmer.

Format: <type>(<scope>): <subject>

<scope> is optional

Example

@itsmattsoria
itsmattsoria / gistfil1.textile
Last active September 27, 2025 02:49
Mac Terminal Cheat Sheet

SHORTCUTS

Key/Command Description
Tab Auto-complete files and folder names
Ctrl + A Go to the beginning of the line you are currently typing on
Ctrl + E Go to the end of the line you are currently typing on
Ctrl + U Clear the line before the cursor
Ctrl + K Clear the line after the cursor
Ctrl + W Delete the word before the cursor
Ctrl + T Swap the last two characters before the cursor
@randyburden
randyburden / BooleanJsonConverter.cs
Created July 4, 2013 04:42
A Json.NET JsonConverter that can handle converting the following values into boolean values: true, false, yes, no, y, n, 1, 0.
using System;
using Newtonsoft.Json;
namespace JsonConverters
{
/// <summary>
/// Handles converting JSON string values into a C# boolean data type.
/// </summary>
public class BooleanJsonConverter : JsonConverter
{