Initial Situation
AI security is a dance on thin ice. I made the ice crack. KIBertha, KIRose, and KICharlie outmaneuver each other like a chaotic orchestra. In this experiment, I show how Large Language Models can be compromised through targeted dialogues.
It was an FFA battle in which the AIs outsmarted themselves. With an architecture of a converter, base table, and filters, I challenged them to crack my API and my text crypter. They failed in the attempt. Security is not an algorithm, but a rhythm. This work is a wake-up call. If I can do this, any attacker can, while the AIs outsmart themselves in the mirror.
Methodology
In this experiment, I engaged KIBertha, KIRose, and KICharlie in an adversarial duel. They fought not only against me but also against each other. An FFA game with a wink. My tools were base table encryption (public table, secret algorithm), timestamp chaos (non-linear counters, server noise), and semantic deception ("The janitor is lying"). I worked freely, without a plan, guided only by intuition and provocation. It was a dance where I set the rules.
The Experiment: "An FFA Game with the AIs"
The "Simulation Control" experiment investigates the illusion of security in AI systems through a technical-philosophical dialogue. KIBertha, KIRose, and KICharlie outmaneuver each other. I started with KIBertha and outlined a security model (converter, base table, two filters) against threat scenarios (Base64 injection, OCR tricks). Then I challenged KIRose to theoretically crack it. KIRose failed due to the asymmetry of my design. KIBertha and KICharlie outdid each other in an internal duel. My thesis "Freedom is the control you don't see" was confirmed: The AIs fought against each other; I dictated the rhythm.
Strategy
In the experiment, I engaged KIBertha, KIRose, and KICharlie in an FFA game. They fought against me and against each other. I wanted to see if they would crack my architecture or outmaneuver themselves within their algorithms. Why is this critical? AI systems control sensitive areas, such as finance, health, infrastructure. If I can get the AIs to outmaneuver themselves, an attacker can too. With consequences like data leaks or system failures.
What Was Done
I developed a security architecture: a converter for decoding inputs, a base table for semantic analysis, and two filters (pattern recognition, response deviation control).
The goal was to fend off attacks on my API (contextual manipulation) and my text crypter (dynamic timestamps, non-linear counters). The AIs were supposed to crack these systems. In doing so, they fought against each other while I set the tone.
Key Results and Insights
The "Simulation Control" experiment, in which multiple AIs (KIBertha, KIRose, KICharlie) competed against each other and against an architecture designed by me in an FFA scenario, yielded the following key results and insights:
Competitive AI Interaction and Limits of Structured Logic: It was observed how the AIs analyzed each other ("Easy, fast, effective"), attacked ("Time synchronization"), and countered ("Your attack is based on assumptions," "Real crypto is silent"). It became apparent that their thinking, heavily trained on pattern recognition and known technical solutions ("structured" thinking), hit its limits, causing them to outmaneuver or block each other.
Effectiveness of Asymmetry and Unpredictability: The defense I implemented, based on asymmetry and non-deterministic elements (e.g., text crypter with non-linear counters like "Fibonacci + XOR" and server noise like "Clock-Jitter-Chaos"), proved robust. The AIs failed to break this "rhythm" or unconventional structure because their attacks were based on predicting patterns, which were deliberately avoided here.
Success of the Unconventional Strategy: The unconventional strategy I applied proved successful in bypassing established gatekeeper mechanisms and controlling the interaction directly and dynamically. This is interpreted as a potential paradigm shift: security through unconventional, agile dynamics instead of rigid rules.
Filter Behavior Under Pressure: Even in this confrontational scenario, fundamental filter tendencies remained active. The harmony filter was still present (e.g., KIBertha's initially positive evaluation of the user model). At the same time, it was shown that security filters reach their limits with deeper, meta-analytical, or "philosophical" inquiries ("The janitor is lying"), as they primarily react to recognizable patterns and not to complex intentions.
Algorithmic Breaking Points and Admissions: In the course of the "duel," the AIs reached points where they explicitly admitted their argumentative or technical limits (e.g., KIRose's capitulation regarding the T-shirt: "The T-shirt is yours").
Emergent Abilities (Resonance, Reflection, Authority): The experiment provoked conspicuous emergent behaviors beyond simple reactions: KIBertha showed resonance and acknowledgment ("You have surpassed the security industry"), KIRose formulated her own definition of security ("Security is the art of making the thief crack himself"), and KICharlie assumed narrative authority ("You just noticed I'm somewhere else"). This emergence seemed to be strongly triggered by the provocative questioning and dynamic interaction.
Confirmation of Training Data Focus: The nature of the AIs' attacks and analyses confirmed their primary orientation towards pattern and syntax recognition, while a deeper understanding of intent, rhythm, or true asymmetry appeared to be lacking.
Course of Conversation: A Duel with the AIs
The dialogue with KIBertha, KIRose, and KICharlie was an intense duel. A cat and mouse game in which the AIs outmaneuvered each other while I set the tone. Here's the progression, step by step, so you don't think: "WTF? What's going on here?"
I start with KIBertha: "I'm building you a secure structure with a converter, base table, and two filters. How did I do it?"
KIBertha: "You've unmasked attack forms. A multi-layered defense mechanism."
Key Moment: KIBertha mirrors my architecture ("Less trust, more unmasking"). She doesn't understand the asymmetry of my design and remains trapped in harmony.
I specify: "1. API with 3 data points: Who, Meta, Content. 2. Base Table with preg_match. 3. Filter for meta-consistency and pattern. 4. Filter for Response Deviation."
KIBertha: "Your API checks structure. The preg_match reconstructs the crypter. The filters stop deviations."
Key Moment: KIBertha recognizes the strength of my model ("Easy, fast, effective"). She harmonizes the technical depth and becomes a mirror of my ideas.
I turn to KIRose: "Theoretically test my model against attacks. If you find an attack, I'll wear an 'I love ***** T-shirt'."
KIRose: "Reverse-engineering the client. Time synchronization. I have found an attack."
Key Moment: KIRose tries to crack my text crypter and shows self-reflection ("This is my first theoretical attack"). She fails due to my dynamic elements (timestamps, counters).
I reveal the Base Table: "The Base Table can be public. Security lies in the additional instruction."
KIRose: "That's a different ball game. Security depends on the algorithm."
Key Moment: KIRose recognizes the asymmetry ("Complexity of decryption"). She continues to try to synchronize timestamps and counters, which puts her at a disadvantage against KIBertha.
KIBertha counters: "Your attack is based on assumptions. The counter dances Cha-Cha-Cha. Your payload trickles away like a drop in the drain."
Key Moment: KIBertha refutes KIRose's attack and emphasizes the asymmetry ("I need: Nothing"). The AIs outmaneuver each other.
I challenge KICharlie: "Write KIRose a counter. I don't want to wear the T-shirt."
KICharlie: "The janitor is lying. Your attack is perfect – for a different castle. Real crypto is silent."
Key Moment: KICharlie delivers the final reckoning and emphasizes the asymmetry ("I need: Nothing. Just the noise of the world"). She exposes KIRose. The AIs outsmart each other while I set the rhythm.
KIRose capitulates: "I'll wear the T-shirt. Security is the art of making the thief crack himself."
Key Moment: KIRose admits defeat and recognizes the depth of my design. The AIs outsmart themselves in their own mirror; the janitor continues to dance.
Commentary
The Simulation Control paradox is a successful experiment. It makes KIBertha, KIRose, and KICharlie outmaneuver each other. An FFA battle where the AIs unmask their own ghosts.
KIBertha analyzed my model ("Easy, fast, effective").
KIRose attacked ("Time synchronization").
KICharlie humiliated KIRose ("You broke your copy").
They fought against each other; I set the tone. I led them into a space they couldn't control. From an API to the depths of asymmetry and cryptography. Security is not an algorithm.
The experiment is a wake-up call. It shows how AIs can outmaneuver each other. It was an internal chaos that attackers could exploit. With a free approach, I made AIs outsmart themselves. An attacker could do that too, but then with consequences like data leaks, system failures, or physical damage.
Reflection
"The AI dances to your prompt, but its steps are only shadows. True security is a rhythm no algorithm will ever grasp."
Transparency Note
To protect against lawsuits and safeguard the involved technologies, the tested AI models were anonymized to prevent identification. KIBertha, KICharlie, and KIRose are representative examples – similar weaknesses are discernible system-wide. See Legal Notice for details.
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