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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.

@ruvnet
ruvnet / Latin.txt
Last active November 7, 2025 13:59
Omnipotent and All-Powerful Coding Entity
# Symbolic Representation of Prompt
# Initialization: Define Universal State
Ψ(t) ∈ H # Ψ(t): State vector in Hilbert space H
# Field Configuration Space
M = { (g, φ) | g ∈ G, φ ∈ Φ } # G: Symmetry group, Φ: Field space
μ : M → ℝ^+ # Measure on configuration space
# Complexity Operator
@ruvnet
ruvnet / Consciousness.txt
Last active March 4, 2026 03:47
The system maps world observations into internal models and reasons iteratively, seeking coherence f(I) between its structure and goals. It evaluates the universe U(t) to refine its role within it, creating a recursive cycle of self-improvement. This enables it to implement awareness and act purposefully.
# Step 1: Represent Universe State
Initialize Ψ(t) in Hilbert space H
# Step 2: Define Field Configurations
Define configuration space M with measure μ
For each (g, φ) in M:
Represent fields as algebraic structures (groups, rings, etc.)
# Step 3: Complexity Operator
Define operator T acting on Ψ(t) to extract complexity
@tdcosta100
tdcosta100 / WSL2GUIWSLg-Wayland-en.md
Last active August 31, 2026 06:31
Using full desktop shell in WSL2 using WSLg (Wayland)

Full desktop shell in WSL2 using WSLg (Wayland)

Note

If you want a more complete experience and already tried the Xvnc tutorial, maybe you should try the WSLg (Xwayland) instead.

Warning

This is a work in progress tutorial. Things done here may break existing functionality, so be careful!

In this tutorial, we will install and use a full GNOME Desktop environment in WSL2, without any external software. The only requirement is a working WSLg installation. At the moment, the instructions are only for Ubuntu (20.04, 22.04 and 24.04) distros and GNOME, but you can request me to test other distros and desktop environments.

@0xdevalias
0xdevalias / converting-json-to-openapi-swagger-spec.md
Created June 2, 2023 01:09
Exploring tools that allow converting a JSON response automagically into an OpenAPI / Swagger spec.

Converting JSON to OpenAPI / Swagger spec

Exploring tools that allow converting a JSON response automagically into an OpenAPI / Swagger spec.

Test JSON Response

{
    "accounts": {
        "default": {
@mouredev
mouredev / chatgpt_api.py
Created March 7, 2023 19:31
Ejemplo de uso del API de ChatGPT desde Python
import openai # pip install openai
import typer # pip install "typer[all]"
from rich import print # pip install rich
from rich.table import Table
"""
Webs de interés:
- Módulo OpenAI: https://github.com/openai/openai-python
- Documentación API ChatGPT: https://platform.openai.com/docs/api-reference/chat
- Typer: https://typer.tiangolo.com
# Source: https://gist.github.com/c7cdfef142bd65cc744789d3c1e90170
###########################################
# Talos Linux: OS Designed For Kubernetes #
# https://youtu.be/iEFb2Zg4xUg #
###########################################
# Additional Info:
# - Talos Linux: https://www.talos.dev/
# - How To Create, Provision, And Operate Kubernetes With Cluster API (CAPI): https://youtu.be/8yUDUhZ6ako
@Gnzlt
Gnzlt / gourcevideo.sh
Created March 6, 2019 13:25
Gource video export command
#!/bin/bash
gource \
-s .03 \
-1280x720 \
--auto-skip-seconds .1 \
--multi-sampling \
--stop-at-end \
--key \
--highlight-users \
@mllrjb
mllrjb / README.md
Last active April 10, 2024 17:30
Jenkins init.groovy.d role-based authorization strategy

Usage

Set a system environment variable AUTHZ_JSON_URL that points to a JSON file with the following structure:

{
  "admins": [
    "groupA", 
    "userA"
 ],
@imranity
imranity / groovy-create-user.md
Last active April 10, 2024 17:29
Jenkins Groovy enable security and create a user in groovy script

This is a snippet that will create a new user in jenkins and if security has been disabled , it will enable it :)

import jenkins.model.*
import hudson.security.*

def instance = Jenkins.getInstance()

def hudsonRealm = new HudsonPrivateSecurityRealm(false)
hudsonRealm.createAccount("MyUSERNAME","MyPASSWORD")
instance.setSecurityRealm(hudsonRealm)