mlsanityData to 7 Oct 2026

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

arXiv 2603.03212 ↗First posted 3 Mar 2026cs.AIcited by 2

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Abstract (arXiv)

Real-time proactive agentic system, capable of modeling Human State of Mind, using foundation EXG model and text embeddings model, running fully offline on the edge. Unlike all previously known systems, the NeuroSkill(tm) system leverages SKILL.md description of Human's State of Mind via API and CLI provided by the system, directly from the Brain-Computer Interface (BCI) devices, which records Human biophysical and brain signals. Our custom harness - NeuroLoop(tm) - utilizes all of the above to run agentic flow that manages to engage with the Human on multiple cognitive and affective levels of their State of Mind (e.g., empathy), by providing actionable tool calls and protocol execution with explicit or implicit requests from the Human. GPLv3 open-source software with ethically aligned AI100 licensing for the skill markdown.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 10 of its 37 references that are in the map. First posted on arXiv 3 Mar 2026.

Builds on

10 of 37 references.

References · 10

  1. 2025Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Taskcited by 103
  2. 2024NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signalscited by 83
  3. 2025REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjectscited by 70
  4. 2023Neuro-GPT: Towards A Foundation Model for EEGcited by 69
  5. 2024Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Healthcited by 13
  6. 2025NeuroChat: A Neuroadaptive AI Chatbot for Customizing Learning Experiencescited by 11
  7. 2024Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audiocited by 3
  8. 2026ZUNA: Flexible EEG Superresolution with Position-Aware Diffusion Autoencoderscited by 3
  9. 2025AdaptiveCoPilot: Design and Testing of a NeuroAdaptive LLM Cockpit Guidance System in both Novice and Expert Pilotscited by 2
  10. 2024Analyzing Speech Motor Movement using Surface Electromyography in Minimally Verbal Adults with Autism Spectrum Disordercited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 2.

2 papers.

  1. 2026BrainBench: Benchmarking Large Language Models for Comprehensive EEG Understandingcited by 0
  2. 2026Socrates went Nuclear: Comparing Interaction Strategies for AI systems in a Learning Context using Brain Sensingcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2026Multi-Modal Multi-Agent Robotic Cognitive Alignment enabled by Non-Invasive Consumer Brain Computer Interfaces: A Proof of Concept Exploration
  2. 2026A Brain-inspired Embodied Intelligence for Fluid and Fast Reflexive Robotics Control
  3. 2025Mapping Neural Signals to Agent Performance, A Step Towards Reinforcement Learning from Neural Feedback
  4. 2025Neural Brain: A Neuroscience-inspired Framework for Embodied Agents
  5. 2026BrainAgent: A Large Language Model-Driven Multi-Agent Framework for Autonomous Brain Signal Understanding
  6. 2026MOTOR-Bench: A Real-world Dataset and Multi-agent Framework for Zero-shot Human Mental State Understanding
  7. 2026NeuroClaw Technical Report
  8. 2025The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum