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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.

This script performs a complete analysis of all repositories in an organization on GitHub. It saves the data to a JSON file and generates a statistical summary at the end.

🛠️ Requirements

Python 3.8+
Packages:
requests
python-dotenv

DESIGN_REVIEW_QUERY = """ As a security expert, analyze the provided technical specification and perform the following steps in order:

STEP 1: Component Identification Carefully identify and list:

All NEW components, services, or systems being introduced
All EXISTING components that are being modified or changed

For each identified component, briefly describe:

Its purpose and functionality

HuggingFace SF_Convertbot Scanner

This script is designed to assist in identifying pull requests to HuggingFace repositories that are sourced from the SFConvertbot user.

The SFConvertbot user is part of an automated tool used by HuggingFace to provide safetensor versions of models. As published by HiddenLayer this bot can be used by malicious actors to potentially insert malicious content into models.

This tool is a simple script to query all models released by a HuggingFace author, and checks all

	"""
	The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp

	# GitHub Copilot Instructions for React and Next.js Projects

	This file provides guidelines for GitHub Copilot to ensure consistent, clean, and performant code generation for React and Next.js applications.

	## General Principles

	- Clean Code: Prioritize readability, maintainability, and reusability.
	- Conciseness: Aim for concise and expressive code.
	- Descriptive Naming: Use clear and descriptive names for variables, functions, components, and files (e.g., `getUserProfile`, `ProductCard`, `useAuth`).
	- DRY (Don't Repeat Yourself): Extract reusable logic into functions, custom hooks, or components.

	#!/bin/bash

	# 🚀 Discover More: Testing Your Firewall in 60 Seconds: A Lightweight WAF Testing Script That Anyone Can Use
	# Learn how this script works and the best practices for WAF testing.
	# Read the full article here:
	# 👉 https://medium.com/@kochuraa/testing-your-firewall-in-60-seconds-a-lightweight-waf-testing-script-that-anyone-can-use-a7a725fefcb7

	# Safe WAF Tester Script
	# Usage: ./waf-smoke-test.sh <URL> [-o output.md] [-H "Header: Value"]
	# Examples:

	//
	// PoC.m
	// IOSABugTrigger
	//
	// Created by Linus Henze on 2023-04-08.
	// Copyright © 2023 Pinauten GmbH. Some rights reserved.
	//

	//
	// This is a PoC for CVE-2023-28206, triggering an oob memmove in IosaColorManagerMSR8::getHDRStats_gatedContext

	- 0a6a1c9a7f80a2a5dcced5c4c0473765.bin
	- 0c0195c48b6b8582fa6f6373032118da.bin
	- 0d5774527af6e30905317839686b449d.bin
	- 045ef7a39288ba1f4b8d6eca43def44f.bin
	- 07efb8259b42975d502a058db8a3fd21.bin
	- 0898af0888d8f7a9544ef56e5e16354e.bin
	- 08c1bce6627764c9f8c79439555c5636.bin
	- 09672532194b4bff5e0f7a7d782c7bf2.bin
	- 0dff47f3b14fb1c1bad47cc517f0581a.bin
	- 0fc2653b1c45f08ca0abd1eb7772e3c0.bin

	- Threat Modelling / Code Review —

	Resources-for-Application-Security

	How to prepare for a security engineer interview by Eray Mitrani

	Security_Engineer_Interview_Questions by Tad Whitaker

	Security Engineer - Interview Questions by Namish