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 |
| <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd"> | |
| <html> | |
| <head> | |
| <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> | |
| <title>Single-Column Responsive Email Template</title> | |
| <style> | |
| @media only screen and (min-device-width: 541px) { | |
| .content { |
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| root = exports ? this | |
| class root.App | |
| constructor: (repo) -> | |
| @github = new App.Github | |
| @d3 = new App.D3 | |
| @github.loadRepo(repo, (data) => | |
| data = @github.parseForD3(data) | |
| @d3.renderCirclePack(data) |
