Heimthor Systems

Autonomous AI
at the Edge

Deploying autonomous AI at the edge to deliver
the promises made by science fiction.

Explore Overwatch
Our Mission

Heimthor Systems builds AI that exists in the physical world, not trapped behind screens. We deploy advanced reasoning at the point of human activity - embodied in devices that see, understand, and respond autonomously. While the world obsesses over making models smarter, we focus on making intelligence useful: self-contained systems that operate offline, require no expertise to use, and integrate so naturally into life that their presence becomes invisible. We're not building better chatbots. We're building the intelligent physical layer that science fiction promised - machines that understand context, act independently, and make capability accessible to everyone.

Systems

Project Overwatch

An autonomous AI training system that transforms how humans build strength and capability. Overwatch deploys computer vision, depth sensing, and conversational intelligence at the edge - creating a personal coach that operates independently, understands biomechanics in three dimensions, and provides real-time guidance without requiring cloud connectivity or technical expertise.

Overwatch Device - Front and Back

Overwatch autonomous training system
Conceptual render - Product in development

3D Vision Intelligence

Overwatch sees in three dimensions. Using stereo depth sensing and onboard pose estimation, it tracks human movement with sub-centimeter precision - understanding not just what you're doing, but how your body moves through space. This enables real-time biomechanical analysis that prevents injury and optimizes performance.

Render for illustrative purposes

Overwatch tracking athlete with 3D skeleton overlay

Autonomous Coaching

No app. No cloud dependency. No subscription. Overwatch operates completely autonomously at the edge - processing video, analyzing form, and providing voice feedback in real-time. It understands exercise biomechanics, counts reps accurately, and detects form errors instantly, all without requiring an internet connection.

Render for illustrative purposes

Overwatch providing real-time coaching feedback

Intelligent Conversation

Ask questions. Get answers. Overwatch integrates a local large language model with domain expertise in biomechanics, exercise science, and nutrition. It doesn't just count reps - it explains why technique matters, answers questions about programming, and provides guidance that helps you understand what you're doing, not just follow instructions.

Render for illustrative purposes

Overwatch in home gym environment
👁️

Computer Vision

Stereo depth sensing with 150° FOV captures full-body movement in three dimensions at 24fps.

🧠

Edge AI Processing

NVIDIA Jetson Orin NX with 70 TOPS enables real-time pose estimation and LLM inference locally.

🎯

Form Analysis

Real-time biomechanical analysis detects form errors, tracks depth, and measures joint angles precisely.

💬

Voice Interaction

Conversational AI with retrieval-augmented generation answers questions and provides personalized guidance.

📊

Progress Tracking

Automatic workout logging, performance analytics, and form quality scoring over time.

🔋

Autonomous Operation

Operates completely offline with 2+ hour battery life. No cloud, no subscription, no connectivity required.