Skip to content

Instantly share code, notes, and snippets.

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.

@pedramamini
pedramamini / rocky_say
Last active April 21, 2026 04:14
rocky_say — Rocky voice TTS from Project Hail Mary (voice cloning + text style transform)
#!/usr/bin/env python3
"""
rocky_say — Text-to-speech using Rocky's cloned voice (Project Hail Mary)
Transforms input text into Rocky's speech patterns ("text GAN"), then
synthesizes audio using XTTS v2 voice cloning. Rocky is the Eridian alien
from Andy Weir's Project Hail Mary, voiced by James Ortiz in the 2026 film.
His speech patterns are distinctive: dropped articles, simplified grammar,
word tripling for emphasis ("good good good", "bad bad bad"), and the
@ongkiii
ongkiii / IPA-Sources.md
Last active April 22, 2026 10:13
REPOS/TELEGRAM CHANNELS LIST BY u/angkitbharadwaj

Easy Telemetry Disable for 10/11

Prerequisites

  1. Upgrade to Enterprise edition of Windows 10/11 if you are running Home or Pro.
    • You can do this through the Change Edition option in the Extras menu in MAS.

Disabling Telemetry via Group Policy

  1. Open the Group Policy Editor. Search for "Edit Group Policy" in search or run gpedit.msc.

Uninstall Microsoft Edge

Important

Working on the latest supported Windows versions. Run Windows Update before following this guide.

1. Open Powershell > RUN AS ADMIN

2. Paste in irm https://gist.github.com/ave9858/c3451d9f452389ac7607c99d45edecc6/raw/UninstallEdge.ps1 | iex and press enter

3. Microsoft Edge will be completely uninstalled.

@luismts
luismts / GitCommitBestPractices.md
Last active April 17, 2026 21:22
Git Tips and Git Commit Best Practices

Git Commit Best Practices

Basic Rules

Commit Related Changes

A commit should be a wrapper for related changes. For example, fixing two different bugs should produce two separate commits. Small commits make it easier for other developers to understand the changes and roll them back if something went wrong. With tools like the staging area and the ability to stage only parts of a file, Git makes it easy to create very granular commits.

Commit Often

Committing often keeps your commits small and, again, helps you commit only related changes. Moreover, it allows you to share your code more frequently with others. That way it‘s easier for everyone to integrate changes regularly and avoid having merge conflicts. Having large commits and sharing them infrequently, in contrast, makes it hard to solve conflicts.

/* The world's smallest Brainfuck interpreter in C, by Kang Seonghoon
* http://j.mearie.org/post/1181041789/brainfuck-interpreter-in-2-lines-of-c */
s[99],*r=s,*d,c;main(a,b){char*v=1[d=b];for(;c=*v++%93;)for(b=c&2,b=c%7?a&&(c&17
?c&1?(*r+=b-1):(r+=b-1):syscall(4-!b,b,r,1),0):v;b&&c|a**r;v=d)main(!c,&a);d=v;}