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ArchitectIt: AI Architect

The "Injected" Browser: A "Red Team" Blueprint for the AI Attack You're Already Vulnerable To

16 Nov 2025

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AI Episode Description:Last episode, we set our "Red Team" Mandate. Today, we execute.This is our first, and most critical, "Purple Team" exercise: a feature-length (1.5-hour) deep dive into the "Injected" Browser. This is the OWASP LLM01: Prompt Injection attack, the #1 threat on the new AI battlefield.The "Classical" attack was XSS—Cross-Site Scripting. The "New" attack is IPI—Indirect Prompt Injection. It's not a "code" attack; it's a "logic" attack. It doesn't steal your cookies; it politely asks your AI agent (your "Authenticated Agent") to use them on the attacker's behalf.This is not a "future" threat. This is a "now" threat, proven by exploits like EchoLeak and CometJacking.In this episode, we will architect the "Red Team" blueprint for the "Trojan Page" attack. We'll show how attackers use "Logic-Bends" (like "Role-Playing" and "Encoding") and CSS obfuscation to create a payload that is invisible to you but a direct command to your AI. We'll show how the "Red Team" uses "AI Fuzzers" like garak and scales their attacks with "Agentic Swarms" (CrewAI).Then, we architect the "Blue Team" shield. We'll show why "Classical" filters are "architecturally blind" and how to build the real defense: the "AI Firewall". This includes the "Dual-LLM Guardrail" (the "Guard" vs. the "Worker") and the "Risk-Based Escalation" "Human-in-the-Loop" (HITL) mandate, as well as the tools like NVIDIA NeMo Guardrails and Rebuff that you can use to build it.Finally, we'll show you the "Next Frontier"—how Multimodal IPI (attacks in audio and images) is already bypassing these new defenses, and why "Proactive Transparency" is the only "Architect's" mandate that leads to a resilient, "Sovereign AI."This is for educational and defensive purposes only. We are "open-sourcing the defense".

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