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silverkors / llm-wiki.md
Created April 4, 2026 18:39 — forked from karpathy/llm-wiki.md
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.

@silverkors
silverkors / crm-architecture.md
Last active January 25, 2026 22:19
Ora CRM & Dossier System Architecture - Comprehensive system documentation with Mermaid diagrams

Ora CRM & Dossier System Architecture

System Overview

The Ora CRM and dossier system is a sophisticated relationship management platform built on PostgreSQL with pgvector extensions. It combines automatic signal extraction, time-decay scoring, contact lifecycle management, and comprehensive relationship tracking.

Key Stats:

  • 16 service modules (~5,100 LOC)
  • 10 core database tables
  • 4 signal sources (iMessage, Email, OraChat, Archive)
@silverkors
silverkors / keybase.md
Created July 10, 2020 08:33

Keybase proof

I hereby claim:

  • I am silverkors on github.
  • I am silverkors (https://keybase.io/silverkors) on keybase.
  • I have a public key ASDbC1Tjx_lUDRkmnr5yA7RFXiUCMhqgP-7-SsGMobbxRQo

To claim this, I am signing this object:

@silverkors
silverkors / fileman.py
Created November 27, 2012 20:40
Useful filemanager for Pythonista, move files, delete and create files and directories
# -*- coding: utf-8 -*-
import os, sys, editor, shutil
from glob import glob
from scene import *
from time import time
from copy import deepcopy
from PIL import Image, ImageDraw, ImageFont
# https://gists.github.com/4034526
@silverkors
silverkors / gui.py
Created November 20, 2012 21:36
The simple beginning of a gui for Pythonista - an input field and keyboard
# -*- coding: utf-8 -*-
from scene import *
from time import time
from copy import deepcopy
from PIL import Image, ImageDraw, ImageFont
global EventQ
def p_click():
@silverkors
silverkors / kbd_draw.py
Created November 20, 2012 21:35
Create an iPhone US keyboard with Pythonista
# -*- coding: utf-8 -*-
from scene import *
from PIL import Image, ImageDraw, ImageFont
row_rects = []
row_keys = []
n_row_rects = []
n_row_keys = []