rohitg00

LLM Wiki v2

A pattern for building personal knowledge bases using LLMs. Extended with lessons from building agentmemory, a persistent memory engine for AI coding agents.

This builds on Andrej Karpathy's original LLM Wiki idea file. Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.

What the original gets right

The core insight is correct: stop re-deriving, start compiling. RAG retrieves and forgets. A wiki accumulates and compounds. The three-layer architecture (raw sources, wiki, schema) works. The operations (ingest, query, lint) cover the basics. If you haven't read the original, start there.

karpathy

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

patyearone

Final Review - Comprehensive PR Review & Testing

Step 0: Determine Review Pass

Before starting, check the git history to determine if this is a follow-up review:

git log --oneline -10 | grep -i "Co-Authored-By: Claude"

dwarkeshsp

#!/usr/bin/env python3
"""
Human quality transcripts from audio files using 
AssemblyAI for transcription and Google's Gemini for enhancement.

Requirements:
- AssemblyAI API key (https://www.assemblyai.com/)
- Google API key (https://aistudio.google.com/)
- Python packages: assemblyai, google-generativeai, pydub

jorcelinojunior

#!/bin/bash

set -euo pipefail

# Definition of colors for terminal output
readonly RED_COLOR="\e[31m"
readonly GREEN_COLOR="\e[32m"
readonly YELLOW_COLOR="\e[33m"
readonly BLUE_COLOR="\e[34m"
readonly MAGENTA_COLOR="\e[35m"

IliaMManolov

#!/bin/bash

readonly RED_COLOR="\e[31m"
readonly GREEN_COLOR="\e[32m"
readonly YELLOW_COLOR="\e[33m"
readonly RESET_COLOR="\e[0m"

readonly APP_DIR="$HOME/Applications"
readonly ICON_DIR="$HOME/.local/share/icons"
readonly ICON_URL="https://cursor.sh/brand/icon.svg"

Voldrix

#!/bin/bash
#Creates an animated thumbnail of a video clip
#This script uses scene cuts instead of fixed time intervals, and does not work well for videos with few/infrequent scene cuts
if [ -z "$1" ];then echo "Usage: <Video Files...> [outputs to same dir as input]" &>2;exit 1;fi

numOfScenes=8 #max number of scenes
sceneLength=1.5 #length of each scene in seconds
sceneDelay=1.7 #time (seconds) after a frame cut to start scene (to avoid transition effects)

for i;do

FedericoPonzi

# Instruction + template repo: https://github.com/FedericoPonzi/rust-ci
# Search and replace <YOUR_BINARY_NAME> with your binary name.
name: CI

on:
  pull_request:
  push:
    branches:
      - master
    tags:

devnoname120

ℹ️ Enable iCloud end-to-end encryption:

• Nobody knows that, but iCloud actually supports end-to-end encryption (see “Advanced Data Protection for iCloud”) but it’s disabled by default. If you care about data privacy, you should turn it on.
  • System settings → Apple ID → iCloud → Set Advanced Data Protection to On.
  • System settings → Apple ID → iCloud → Disable Access iCloud Data on the Web.
• It supports almost all the native Apple apps, with the notable exceptions of iCloud Mail, Contacts, and Calendars. See official data protection matrix for more info.

Table of Contents

• Quality of life improvements

bradtraversy

GENERATORS:

• Text Content Generator - http://www.lipsum.com
• Favicon Generator - http://tools.dynamicdrive.com/favicon
• Data Generator - https://mockaroo.com/
• Mobile Mockup Generator - https://mockuphone.com
• Logo Generator - https://www.logaster.com
• UUID Generator - https://www.uuidgenerator.net/
• Hash Generator - https://passwordsgenerator.net/sha256-hash-generator/
• Ultimate Code Generator - https://webcode.tools/