Skip to content

Instantly share code, notes, and snippets.

View olivergeorge's full-sized avatar

Oliver George olivergeorge

30 followers · 29 following
  • Tasmania, Australia
  • 21:28 (UTC +10:00)
View GitHub Profile
@karpathy
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.

@smileham
smileham / AI-GenerateAnalysis.ajs
Last active February 21, 2026 10:47
A suite of scripts for jArchi and the Archi modelling tool to enable integration between the tool and LLM such as Gemini from Google
/*
* Generate AI Analysis (Requires AI-REST.js and Export To Markdown.ajs)
*
* Requires:
* * jArchi - https://www.archimatetool.com/blog/2018/07/02/jarchi/
* * AI-REST.js - Package to support connections to LLM (Gemini/GPT)
* * persona.json - templates for standard persona and prompts - https://gist.github.com/smileham/8cbb3116db7f0ee80bcab4f1a57d14a8#file-persona-json
* * Export to Markdown.ajs - https://gist.github.com/smileham/578bbbb88dc0ed5a1403f3b98711ec25
*
* Version 1: Gemini API
@cybye
cybye / gpt.ajs
Last active December 23, 2024 10:17
AutoDescribe a view and add to view documentation #jarchi
/*
* AutoDescribe a view and add to view documentation
*/
function CallApi(url,api_key, query) {
var imports = new JavaImporter(java.net, java.util, java.lang, java.io, java.nio.charset)
var result=""
@FrancoisCoudeville
FrancoisCoudeville / Step by step script examples - v0.1.ajs
Created May 26, 2021 10:48
jArchi Step by step Tutorial Beginner Guide script example creating, updating, navigating, deleting objects, relationship #jArchi
/****************************************
* Step by Step JArchi script examples *
* v0.1 *
* Francois Coudeville *
* May 2021 #jArchi *
* #Beginner #Guide #Tutorial #Example *
****************************************/
//---------
// 1 Utils
@roman01la
roman01la / analyze.clj
Created March 18, 2021 01:42
analyzing unused and undefined re-frame subscriptions via clj-kondo
(ns analyze.core
(:require [clj-kondo.core :as clj-kondo]
[clojure.set :as set]))
;; checks re-frame's :<- syntax
;; to mark dependency subscriptions as used
(def analyze-reg-sub
"(require '[clj-kondo.hooks-api :as api])
(fn [{node :node}]
(let [[_ kw & children] (:children node)
@projetnumero9
projetnumero9 / Generate diagram legend.ajs
Created December 9, 2020 18:32
#jArchi Generate a legend for the selected view, based on the concept types currently used
//
// Generate diagram legend
//
// 2020 David GERARD
//
// For a selected view, create a group named 'Legend', in which will be nested for each concepts type found in view
// - a concept, specifically sized to show the pictogram
// - a note, to be used to name or explain the concept specifically in the view, hence preventing to rename the concept
// That way,
// - a model will be a bit polluted but with a specific set of concepts, for legend purpose, prefixed so easily identifiable
@roman01la
roman01la / re-frame.clj
Last active October 21, 2020 11:32
Debugging re-frame subscriptions
(ns utils.re-frame
(:require [cljs.compiler :as cljsc]))
(defn- anonymous-function-declaration? [form]
(and (list? form)
(= 'fn (first form))
(vector? (second form))))
(defn- query-id->js-fn-name [query-id]
(let [ns-part (when-let [ns-part (namespace query-id)]
@jbsarrodie
jbsarrodie / Sync Model from CSV.ajs
Last active April 23, 2025 08:55
#jArchi scripts to sync (some) model concepts from one or more CSV files
// Sync Model from CSV.ajs
//
// Requires jArchi - https://www.archimatetool.com/blog/2018/07/02/jarchi/
//
// This script allows easy integration of data coming from other systems through CSV files.
// Each CSV file is described through a configuration object that you can later load and sync.
// Most of the mapping informations (Id, Name, Documentation, Properties...) can be expressed through
// the name of a column from the CSV file or through a function (which allows more advanced computation).
//
// Dataset used as example comes from https://datahub.io/core/country-codes
@jbsarrodie
jbsarrodie / Merge multiple concepts (and delete others).ajs
Last active September 20, 2024 04:13
#jArchi script to merge multiple concepts (and delete others)
// Merge multiple concepts (and delete others)
//
// Requires jArchi - https://www.archimatetool.com/blog/2018/07/02/jarchi/
//
// This script merges multiple concepts (and delete others)
//
// Version 1.1 (2020/01/20) Add an option to keep only the content of the "target" concept
// Version 1.0 (2019/11/12) First version published
//
// Known limitation: works only on elements, not relationships
@jbsarrodie
jbsarrodie / Delete unused elements and relationships.ajs
Created March 2, 2020 15:33
#jArchi scripts to delete any element (or relationship) not used in at least one view
// Delete unused elements and relationships
//
// Requires jArchi - https://www.archimatetool.com/blog/2018/07/02/jarchi/
//
// This script will delete any element or relationship not used in at least one view
//
// (c) 2020 Jean-Baptiste Sarrodie
var response = window.confirm("This script will delete any element or relationship not used in at least one view. Continue?");