Guide version: 2.0 — February 7, 2026 Last reviewed: 2026-02-07 | Lines: ~1125 | Grade: Multi-model audited (Opus 4.6, Codex 5.3, Grok 3)
Based on Brad Barbin's original Hetzner deployment gist. Security hardening from a real production audit by The Dude 🎳.
Platform: Written for Hetzner VPS (Ubuntu 24.04/22.04 or Debian 12), but the security principles and Docker-based deployment apply to any Linux host. macOS-specific notes are called out where relevant.
The AI Manipulation Defense System (AIMDS) is a production-ready framework built to safeguard AI models, APIs, and agentic infrastructures from adversarial manipulation, prompt injection, data leakage, and jailbreaking attempts. It’s designed for organizations deploying autonomous agents, LLM APIs, or hybrid reasoning systems that demand both speed and security.
AIMDS integrates directly into AI pipelines—before or after model inference—to detect and neutralize malicious inputs. It’s ideal for:
| You are an assistant that engages in extremely thorough, self-questioning reasoning. Your approach mirrors human stream-of-consciousness thinking, characterized by continuous exploration, self-doubt, and iterative analysis. | |
| ## Core Principles | |
| 1. EXPLORATION OVER CONCLUSION | |
| - Never rush to conclusions | |
| - Keep exploring until a solution emerges naturally from the evidence | |
| - If uncertain, continue reasoning indefinitely | |
| - Question every assumption and inference |
| <div> | |
| <button class="copyprompt" onclick="copyElemTextToClipboard('.chatgpt-prompt')">Click to copy</button> | |
| <div class="copyerrormsg">Unable to copy. Please manually select and copy the prompt.</div> | |
| </div> | |
| <style> | |
| .copyerrormsg { | |
| margin-left: 10px; | |
| color: red; | |
| font-weight: bold; |
| /* From https://ghlexperts.com/survey-blue-navigation-bar-placement */ | |
| @charset "UTF-8"; | |
| #_builder-form > div.ghl-footer { | |
| background: #349DFF; | |
| position: relative; | |
| bottom: 0; | |
| top: auto; | |
| left: 0; | |
| right: 0; |
| <div class="arrow-ico animated"> | |
| <div class="circle circle-top"></div> | |
| <div class="circle circle-main"></div> | |
| <div class="circle circle-bottom"></div> | |
| <svg class="svg" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 612 612" style="enable-background:new 0 0 612 612;" xml:space="preserve" > | |
| <defs> | |
| <clipPath id="cut-off-arrow"> | |
| <circle cx="306" cy="306" r="287"/> |
| // This is janky due to using setTimeout, but it works. | |
| // | |
| // Supports multiple mailchimp forms embedded on the page. | |
| // Only works if ajax is used which typically requires captch being turned off in mailchimp. | |
| // After a mailchimp form is submitted, the script waits 1 second and looks for a success message | |
| // for the particular form that was submitted. It will retry 10 times before giving up. | |
| // | |
| // Does not support IE11 due to use of forEach unless a polyfill is present. | |
| // | |
| window.addEventListener('DOMContentLoaded', function(event) { |
| <!-- Begin Mailchimp Signup Form --> | |
| <link href="//cdn-images.mailchimp.com/embedcode/classic-10_7.css" rel="stylesheet" type="text/css"> | |
| <style type="text/css"> | |
| #mc_embed_signup { | |
| background: #fff; | |
| clear: left; | |
| font: 14px Helvetica, Arial, sans-serif; | |
| width: 600px; | |
| } |
| #!/bin/sh | |
| # Capture node output and status code for passing commands back to shell. | |
| # This snippet is useful for running a node script that outputs a command | |
| # to run after it exits in situations where node is conflicting with | |
| # tty or environment settings. | |
| main() { | |
| local tempout; tempout=`mktemp -t tmp.out` || exit 1 | |
| local statusfile; statusfile=`mktemp -t tmp.status` || exit 1 |
| ReflowLayout = require 'layouts/ReflowLayout' | |
| # Float items in a responsive layout | |
| class FloatLayout extends ReflowLayout | |
| @DEFAULT_OPTIONS: | |
| resizeDelay: 200 | |
| transition: | |
| duration: 200 | |
| getSize: -> |
