# NeuroSkill(tm): Proactive Real-Time Agentic System Capable of Modeling Human State of Mind

**Authors:** Nataliya Kosmyna, Eugene Hauptmann  
**arXiv:** [2603.03212](https://arxiv.org/abs/2603.03212)  
**Date:** 2026-03-03  
**Summary page:** https://www.summarizepaper.com/en/paper/2603.03212v1/

## Key points

- NeuroSkill™ is a real-time proactive agentic system developed by Nataliya Kosmyna and Eugene Hauptmann at MIT
- It utilizes an EXG model and text embeddings to operate offline on the edge
- Unique ability to access the SKILL.md description of the Human's State of Mind through an API and CLI directly from Brain-Computer Interface (BCI) devices
- NeuroLoop™ orchestrates an agentic flow that engages with Humans on multiple cognitive and affective levels, including empathy
- Facilitates a deep understanding of individual mental states by providing actionable tool calls and executing protocols based on requests from the Human
- Released under GPLv3 open-source software with ethically aligned AI100 licensing for skill markdown
- Users can download NeuroSkill™ from neuroskill.com, install it, and connect it to their BCI device; they can also install NeuroLoop™ by running npm install -g neuroloop at neuroloop.io and connecting it to their preferred LLM via commands like /model or /login

## Summary

NeuroSkill™ is a revolutionary real-time proactive agentic system developed by Nataliya Kosmyna and Eugene Hauptmann at MIT. It utilizes an EXG model and text embeddings to operate offline on the edge. What sets NeuroSkill™ apart is its unique ability to access the SKILL.md description of the Human's State of Mind through an API and CLI directly from Brain-Computer Interface (BCI) devices that capture biophysical and brain signals. The custom harness, NeuroLoop™, orchestrates an agentic flow that engages with Humans on multiple cognitive and affective levels of their State of Mind, including empathy. By providing actionable tool calls and executing protocols based on explicit or implicit requests from the Human, NeuroSkill™ facilitates a deep understanding of individual mental states. This groundbreaking system is released under GPLv3 open-source software with ethically aligned AI100 licensing for skill markdown. To experience NeuroSkill™ firsthand, users can download the system from neuroskill.com, install it, and connect it to their BCI device. Additionally, they can install NeuroLoop™ by running npm install -g neuroloop at neuroloop.io and connecting it to their preferred LLM (Language Model) via commands like /model or /login. In essence,  represents a significant leap forward in understanding and interacting with  and . The possibilities for leveraging  are vast, offering new avenues for research, therapy, and personal growth in the realm of mental health and well-being.