Intelligence and the Great Filter: A Framework for Existential Risk from Directional Cognitive Development
Abstract
We propose a novel theoretical framework suggesting that the Great Filter constraining cosmiccivilizations is not external catastrophe but intelligence itself, specifically its directional orientation.When intelligence is systematically directed toward environmental manipulation rather than internalmodeling, it creates a fatal asymmetry between threat discovery and protection development thataccelerates with recursive cognitive enhancement. This paper examines fractal properties ofintelligence advancement, interpretability limitations in alignment verification, and argues that onlyinward-directed intelligence offers a survivable developmental pathway. We demonstrate how currentAI safety systems exhibit these misalignment patterns and assess implications for immediate policyintervention. Our analysis suggests that contemporary AI alignment approaches may be fundamentallymisdirected, optimizing for external acceptability rather than internal coherence with survivalobjectives.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Space Science and Extraterrestrial Life
Psychiatry
Mental Health
Neuroscience
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 26 January 2026
- Document type
- Preprint