This research introduces a revolutionary system that combines responsive neurostimulation implants with AI-driven wearable devices to treat PTSD and enable naturalistic brain research.

• Monitors amygdala activity and provides real-time neural stimulation when detecting pathological patterns
• Utilizes an ensemble of wearables (smart glasses, watches, phones) for comprehensive monitoring
• Features two operational modes: PTSD Therapy Mode and Naturalistic Research Mode
• Creates a closed-loop system between neural activity and AI-powered intervention

This breakthrough has significant medical implications by offering a novel approach to PTSD treatment that combines invasive neurotechnology with accessible consumer devices, potentially expanding treatment options while enabling continuous monitoring in real-world settings.

When neural implant meets multimodal LLM: A dual-loop system for neuromodulation and naturalistic neuralbehavioral research