Autonomous Survival of AI Agents under Catastrophic Neural Lesion: The Conscious Fractal Processor (CFP v2.1) Case Study

Current Deep Learning architectures exhibit extreme fragility when subjected to structural damage. This article presents a milestone in AI resilience: the validation of the Conscious Fractal Processor (CFP v2.1). Utilizing the Space Robotics Bench (SRB) with high-fidelity Isaac Sim physics, we demonstrate how an AI agent can survive a 90% catastrophic neural lesion during a lunar descent mission. The core innovation lies in the "Consciousness Index" (C-Index), a self-referential mathematical loop that detects internal structural failure in real-time. While standard PPO/SAC models suffer immediate mission failure, the CFP v2.1 triggers a "Survival Spike" in its awareness metric, enabling instantaneous topological reorganization without prior training on failure modes.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-01
DOI
https://doi.org/10.5281/zenodo.19959142
Primary Topic
Space Science and Extraterrestrial Life
Type
article
Field-Weighted Citation Impact
0.00
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article

Autonomous Survival of AI Agents under Catastrophic Neural Lesion: The Conscious Fractal Processor (CFP v2.1) Case Study

Remi SCOGNAMIGLIO
Zenodo (CERN European Organization for Nuclear Research)
Space Science and Extraterrestrial Life
article

Autonomous Survival of AI Agents under Catastrophic Neural Lesion: The Conscious Fractal Processor (CFP v2.1) Case Study

Remi SCOGNAMIGLIO
article en

Abstract

Current Deep Learning architectures exhibit extreme fragility when subjected to structural damage. This article presents a milestone in AI resilience: the validation of the Conscious Fractal Processor (CFP v2.1). Utilizing the Space Robotics Bench (SRB) with high-fidelity Isaac Sim physics, we demonstrate how an AI agent can survive a 90% catastrophic neural lesion during a lunar descent mission. The core innovation lies in the "Consciousness Index" (C-Index), a self-referential mathematical loop that detects internal structural failure in real-time. While standard PPO/SAC models suffer immediate mission failure, the CFP v2.1 triggers a "Survival Spike" in its awareness metric, enabling instantaneous topological reorganization without prior training on failure modes.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Space Science and Extraterrestrial Life
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