Krishna Srinivasan krishna2

## llm-wiki.md

      
              1 file
            
          
              9840 forks
            
          
                1104 comments
              
            
              47947 stars
            
          
                karpathy
                / llm-wiki.md
            
            
              Created
              April 4, 2026 16:25
            
              
                llm-wiki
              
          
    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.

  
## index.html
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="utf-8" />
    <meta name="viewport" content="width=device-width, initial-scale=1" />
    <title>*scratch*</title>
    <style>
        body {
            font-family: Hack, Menlo, Monaco, 'Droid Sans Mono', 'Courier New', monospace;
            white-space: pre;

## plink-plonk.js
/*
Copy this into the console of any web page that is interactive and doesn't
do hard reloads. You will hear your DOM changes as different pitches of
audio.

I have found this interesting for debugging, but also fun to hear web pages
render like UIs do in movies.
*/

const audioCtx = new (window.AudioContext || window.webkitAudioContext)()

## spacy_intro.ipynb

      
              1 file
            
          
              42 forks
            
          
                4 comments
              
            
              301 stars
            
          
                aparrish
                / spacy_intro.ipynb
            
            
              Last active
              August 18, 2026 06:07
            
              
                NLP Concepts with spaCy. Code examples released under CC0 https://creativecommons.org/choose/zero/, other text released under CC BY 4.0 https://creativecommons.org/licenses/by/4.0/
              
          
      Loading

      Sorry, something went wrong. Reload?
      Sorry, we cannot display this file.
      Sorry, this file is invalid so it cannot be displayed.
      
          Viewer requires iframe.
      
    
## module.md

      
              1 file
            
          
              15 forks
            
          
                3 comments
              
            
              104 stars
            
          
                dvirsky
                / module.md
            
            
              Last active
              July 3, 2025 21:23
            
          
    Creating a redis Module in 15 lines of code!

A quick guide to write a very very simple "ECHO" style module to redis and load it. It's not really useful of course, but the idea is to illustrate how little boilerplate it takes.
Step 1: open your favorite editor and write/paste the following code in a file called module.c
#include "redismodule.h"
/* ECHO <string> - Echo back a string sent from the client */
int EchoCommand(RedisModuleCtx *ctx, RedisModuleString **argv, int argc) {

  
## springer-free-maths-books.md

      
              1 file
            
          
              472 forks
            
          
                247 comments
              
            
              2236 stars
            
          
                bishboria
                / springer-free-maths-books.md
            
            
              Last active
              September 1, 2026 09:56
            
              
                Springer made a bunch of books available for free, these were the direct links
              
          
    These links no longer work. Springer have pulled the free plug.

Graduate texts in mathematics

duplicates = multiple editions
A Classical Introduction to Modern Number Theory, Kenneth Ireland Michael Rosen
A Classical Introduction to Modern Number Theory, Kenneth Ireland Michael Rosen

  
## min-char-rnn.py
"""
Minimal character-level Vanilla RNN model. Written by Andrej Karpathy (@karpathy)
BSD License
"""
import numpy as np

# data I/O
data = open('input.txt', 'r').read() # should be simple plain text file
chars = list(set(data))
data_size, vocab_size = len(data), len(chars)

## gist:587454dc0146a6ae21fc
"""
This is a batched LSTM forward and backward pass
"""
import numpy as np
import code

class LSTM:

  @staticmethod
  def init(input_size, hidden_size, fancy_forget_bias_init = 3):

## MIDI_scales.js
var scales = {
         'natural major': [0,2,4,5,7,9,11,12],
         'ionian': [0,2,4,5,7,9,11,12],
         'major': [0,2,4,5,7,9,11,12],
         'chromatic': [0,1,2,3,4,5,6,7,8,9,10,11,12],
         'spanish 8 tone': [0,1,3,4,5,6,8,10,12],
         'flamenco': [0,1,3,4,5,7,8,10,12],
         'symmetrical': [0,1,3,4,6,7,9,10,12],
         'inverted diminished': [0,1,3,4,6,7,9,10,12],
         'diminished': [0,2,3,5,6,8,9,11,12],

## motion.html
<!doctype html>
<html>
  <head>
    <meta charset="utf-8">
    <meta http-equiv="X-UA-Compatible" content="chrome=1">
    <title>Drifting Things</title>
    <style>

    body {
      text-align: center;
	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="utf-8" />
	<meta name="viewport" content="width=device-width, initial-scale=1" />
	<title>scratch</title>
	<style>
	body {
	font-family: Hack, Menlo, Monaco, 'Droid Sans Mono', 'Courier New', monospace;
	white-space: pre;
	/*
	Copy this into the console of any web page that is interactive and doesn't
	do hard reloads. You will hear your DOM changes as different pitches of
	audio.

	I have found this interesting for debugging, but also fun to hear web pages
	render like UIs do in movies.
	*/

	const audioCtx = new (window.AudioContext \|\| window.webkitAudioContext)()
	"""
	Minimal character-level Vanilla RNN model. Written by Andrej Karpathy (@karpathy)
	BSD License
	"""
	import numpy as np

	# data I/O
	data = open('input.txt', 'r').read() # should be simple plain text file
	chars = list(set(data))
	data_size, vocab_size = len(data), len(chars)
	"""
	This is a batched LSTM forward and backward pass
	"""
	import numpy as np
	import code

	class LSTM:

	@staticmethod
	def init(input_size, hidden_size, fancy_forget_bias_init = 3):
	var scales = {
	'natural major': [0,2,4,5,7,9,11,12],
	'ionian': [0,2,4,5,7,9,11,12],
	'major': [0,2,4,5,7,9,11,12],
	'chromatic': [0,1,2,3,4,5,6,7,8,9,10,11,12],
	'spanish 8 tone': [0,1,3,4,5,6,8,10,12],
	'flamenco': [0,1,3,4,5,7,8,10,12],
	'symmetrical': [0,1,3,4,6,7,9,10,12],
	'inverted diminished': [0,1,3,4,6,7,9,10,12],
	'diminished': [0,2,3,5,6,8,9,11,12],
	<!doctype html>
	<html>
	<head>
	<meta charset="utf-8">
	<meta http-equiv="X-UA-Compatible" content="chrome=1">
	<title>Drifting Things</title>
	<style>

	body {
	text-align: center;