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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.

hezi

hezi

#include <stdio.h>
#include <string.h>
#include <arpa/inet.h>

#pragma pack(push, 1)

typedef struct {
    char magic[6];
    unsigned short iInstrumentBlockOffset;
    unsigned short iMusicOffset;

hezi

#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <ctype.h>
#include <dirent.h> 

#pragma pack(push, 1)

/* Library Header */
typedef struct {

hezi

#include <stdio.h>
#include <stdlib.h>
#include <string.h>
// #include <malloc.h>
// #include <windows.h>

#ifdef GCC32HACK
#include "win32gcc.h"
#endif

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//------------------------------------------------
//--- 010 Editor v10.0.2 Binary Template
//
//   Authors: Jorge Cohen <me@jorgecohen.codes>
//
//------------------------------------------------

typedef struct
{
    WORD   MZSignature              <comment="IMAGE_DOS_SIGNATURE = 0x5A4D",format=hex>;

hezi

var memwatch = require('memwatch-next');
var heapdump = require('heapdump');

memwatch.on('leak', function(info) {
 console.error(info);
 var file = '/tmp/myapp-' + process.pid + '-' + Date.now() + '.heapsnapshot';
 heapdump.writeSnapshot(file, function(err){
   if (err) console.error(err);
   else console.error('Wrote snapshot: ' + file);
  });

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Get Git log in JSON format

git log --pretty=format:'{%n  "commit": "%H",%n  "abbreviated_commit": "%h",%n  "tree": "%T",%n  "abbreviated_tree": "%t",%n  "parent": "%P",%n  "abbreviated_parent": "%p",%n  "refs": "%D",%n  "encoding": "%e",%n  "subject": "%s",%n  "sanitized_subject_line": "%f",%n  "body": "%b",%n  "commit_notes": "%N",%n  "verification_flag": "%G?",%n  "signer": "%GS",%n  "signer_key": "%GK",%n  "author": {%n    "name": "%aN",%n    "email": "%aE",%n    "date": "%aD"%n  },%n  "commiter": {%n    "name": "%cN",%n    "email": "%cE",%n    "date": "%cD"%n  }%n},'

The only information that aren't fetched are:

• %B: raw body (unwrapped subject and body)
• %GG: raw verification message from GPG for a signed commit

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var application_root = __dirname,
    express = require("express"),
    path = require("path"),
    mongoose = require('mongoose');

var app = express.createServer();

// database

mongoose.connect('mongodb://localhost/ecomm_database');

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. . . 

    navigator.googleInternal = {
      iframe_: undefined,
      isInitialized: false,
      init: function() {
        if (this.isInitialized) {
          return;
        }
        this.iframe_ = document.createElement('iframe');