<?xml version="1.0" encoding="UTF-8"?><oembed><type>video</type><version>1.0</version><html>&lt;iframe src=&quot;https://www.loom.com/embed/5348b74c2fd14f47992c22fadabc2f57&quot; frameborder=&quot;0&quot; width=&quot;3240&quot; height=&quot;2430&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>2430</height><width>3240</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>2430</thumbnail_height><thumbnail_width>3240</thumbnail_width><thumbnail_url>https://cdn.loom.com/sessions/thumbnails/5348b74c2fd14f47992c22fadabc2f57-29669ec5b7259e92.gif</thumbnail_url><duration>131.266667</duration><title>TreeHacks 2026 - MindOS - Presentation</title><description>In this video, I introduced MindOS, our innovative web navigation agent that allows users to control their computer using micro-muscle signals, providing a hands-free solution for those with disabilities. We developed a four-way random forest classifier to categorize English phonemes, achieving an impressive 96% accuracy after training on six hours of data. To tackle the challenge of permutations in character combinations, we implemented an exhaustive search through the English dictionary and utilized an intelligent agent for context-based word selection. Our tech stack includes the Python playwright library for automating browser interactions, guided by the GPT-4L large language model. I invite you to come over and chat about our technology and its potential applications.</description></oembed>