neural networks

His films Ex Machina and Annihilation directly explore artificial intelligence, consciousness, and the boundaries between human and machine intelligence through philosophical science fiction narratives.

Her explores human-AI relationships and digital consciousness in Her, examining how neural networks and artificial intelligence can simulate and challenge human emotion and connection.

His work in Arrival and Blade Runner 2049 interrogates perception, cognition, and non-human intelligence, questioning how different neural architectures process and understand reality.