karpathy

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.

azinneera

<xsl:stylesheet xmlns:xsl="http://www.w3.org/1999/XSL/Transform" xmlns:math="http://exslt.org/math" xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:uuid="http://www.uuid.org" version="2.0">
	<xsl:output method="xml" encoding="UTF-8"/>
	<xsl:template match="/">
         <Payment xmlns="http://ws.apache.org/ns/synapse">
            <xsl:for-each select="//Order/lunch">
                  <discount>
                     <li>
                     <xsl:attribute name="uid" select="uuid:get-uuid(drinkName)"/>
                        <xsl:value-of select="drinkName"/>
                        <span>

martin-honnen

<?xml version="1.0" encoding="UTF-8"?>
<xsl:stylesheet xmlns:xsl="http://www.w3.org/1999/XSL/Transform"
    xmlns:xs="http://www.w3.org/2001/XMLSchema"
    xmlns:math="http://www.w3.org/2005/xpath-functions/math"
    exclude-result-prefixes="xs math"
    expand-text="yes"
    version="3.0">

    <xsl:mode streamable="yes" use-accumulators="#all" on-no-match="shallow-skip"/>
    

joewiz

Install saxon via homebrew to execute XQuery files on macOS

Note: The homebrew recipe for installing Saxon shown here was created and is maintained by the community. It is not Saxon's official method of installation. The official method can be found at http://www.saxonica.com/documentation/index.html#!about/gettingstarted/gettingstartedjava and http://www.saxonica.com/documentation/index.html#!using-xquery/commandline.

Install saxon

$ brew install saxon
$ brew info saxon
saxon: stable 9.7.0.4

alojzije