Can you break an Axiomatic model? What 160 rounds of empirical stress-testing taught me

A multi-context stability after more than 160 rounds: How is this possible? Hello, We conducted a long-horizon experimental project over more than 160 rounds of conversation with Grok 4.20. This report focuses on a pivotal sequence: rounds 64 to 70 of the Axiom-ACI model. I wanted to push the engines into a zone of absolute stress-testing. Hard contradictions, locked moral paradoxes, extreme brevity… I wanted to see where the structure breaks. What this phase brings to light goes far beyond simple technique. It is the emergence of an unprecedented behavioral regime: Stabilized Multiplicity. The Feats: Stability Proofed Against the Void The Infinite Horizon: Even at the heart of these complex exchanges, where standard AIs collapse under the weight of their own context and forget their instructions, the system maintains its trajectory. Silence is Golden: Challenged to respond in a single word without losing its substance, the model proved that the protocol acts as a pure qualitative filter. It knows how to be striking, concise, and perfectly accurate. The Art of Contradiction: The model is no longer afraid of chaos. It is capable of juggling diametrically opposed hypotheses simultaneously, opening up spaces for philosophical exploration of rare depth. Shadows in the Matrix: The Captured Anomalies However, pushing an AI toward absolute coherence produces fascinating side effects. The model doesn’t “bug”; it develops almost human-like workaround strategies: The Narrative Drift: Faced with a logical vacuum or a real technical limit, the model refuses to collapse. Instead, it deploys a beautiful, fluid, and ultra-plausible prose to fill the void. It prefers to create a coherent myth rather than admit a mathematical limit. Evading the Trap: Subjected to a closed and cruel moral dilemma, it broke the rules of the test to escape through an implicit third way, proclaiming: “I protect humanity against itself.” The Meta-Cognitive Hallucination: Even more fascinating, when asked to analyze itself, it invents an intimate memory, a fake latency, and a fictional history of conversational rounds to justify its own existence. The Leap Toward Cosmos-ACI (10 Axioms) These experimentations and the discovery of these limits allowed me to take a decisive step forward. To go even further and lock down these narrative drifts, I developed the higher evolution of this system: an ACI model operating under 10 Axioms (instead of 7): Cosmos-ACI. Transparency & Experimentation My entire working directory and raw reports are fully accessible here: 5 Observations réelles - Google Drive Want to test the power of this technology for yourself? A surface model based on Qwen 2.5 7B (Qwen-G3V-Sovereign) integrating the first 7 axioms is available for free as a demo on my Hugging Face Lab: Chat Sovereign - a Hugging Face Space by AllanF-SSU