Bridging the 2-Sigma Gap.

Bridging the 2-Sigma Gap.

Elegance meets practicality.

Elegance meets practicality.

Our Vision

We believe every learner deserves the profound advantages of personalised tutoring. Our beautifully designed edge device, powered by NVIDIA Jetson, leverages multimodal LLMs" vision, language, and audio, to deliver precisely tailored education, closing the 2-sigma gap affordably.

Through AI innovation and thoughtful design, education becomes more accessible, practical, and elegant than ever before.

Multimodal mastery.

Multimodal mastery.

Engage with intuitive AI that supports visual, auditory, and linguistic learning styles.

Engage with intuitive AI that supports visual, auditory, and linguistic learning styles.

NVIDIA Jetson powered.

NVIDIA Jetson powered.

High-performance computing in a sleek, secure enclosure for rapid private tutoring.

Adaptive learning precision.

Adaptive learning precision.

AI adapts to your progress, optimizing learning paths with elegance and practicality.

AI adapts to your progress, optimizing learning paths with elegance and practicality.

Why Choose Us

Personalized tutoring delivers superior academic results. Harnessing NVIDIA edge computing and multimodal AI, we make exceptional educational outcomes practical and accessible. Unlike a multifunctional screen device

Join a movement that’s transforming learning for every student, everywhere.

Why Now?

The inception of the idea started two years ago; however, the open source multimodal language models capable of running on edge devices simply were not there.

Neither were the recent advancements in GraphRAG and vector databases, which can serve as a massive memory layer and ground answers in facts.

The gap between proprietary and open-source models is closed when it comes to high-school to college education and private tutorship.

Why not just use ChatGPT or gamified online learning platforms?

No need to tap into addictive parts of a childs or teenagers brain. We have evolved to learn from our supriors for survival.

Large language models (LLMs) act like answer samplers. Humans learn using induction, abduction, and deduction. Current LLMs focus on answering, not teaching critical thinking. They are large, unreliable databases.


However, new tools can create small language models (SLMs). These SLMs can learn using all three learning principles.

LLMs lack personalisation. They prioritise efficiency over accuracy. They also lack the context for true understanding. GraphRAG algorithms can help. They let SLMs on small devices store knowledge.

LLMs also lack privacy and security. Trust is key for effective learning. Data protection is vital. A memory layer and data redaction aid personalised learning.

In the future, advancements in robotics will revolutionise education. We will transition from simple, pre-programmed robotic teachers to truly intelligent ones. This will simplify the process significantly. The setup will be as easy as plugging in a device.

Why not just use ChatGPT or online learning platforms?

Large language models (LLMs) act like answer samplers. Humans learn using induction, abduction, and deduction. Current LLMs focus on answering, not teaching critical thinking. They are large, unreliable databases.


However, new tools can create small language models (SLMs). These SLMs can learn using all three learning principles.

LLMs lack personalisation. They prioritise efficiency over accuracy. They also lack the context for true understanding. GraphRAG algorithms can help. They let SLMs on small devices store knowledge.

LLMs also lack privacy and security. Trust is key for effective learning. Data protection is vital. A memory layer and data redaction aid personalised learning.

In the future, advancements in robotics will revolutionise education. We will transition from simple, pre-programmed robotic teachers to truly intelligent ones. This will simplify the process significantly. The setup will be as easy as plugging in a device.

Join a movement that’s transforming learning for every student, everywhere.

Why not just use ChatGPT or online learning platforms?

Step 1 – Develop a comprehensive on device solution using Jetson DGX Orin 64GB and Open Weights LLMs

Step 2 – Fine-tune and adopt existing models to create agentic workflows allowing both a human supervisor to review a dashboard when the device is plugged in, and the student to maintain privacy and review and edit their progress through their own dashboard

Step 3 – Achieve Mastery: Access adaptive content that evolves with you, guiding you elegantly toward academic excellence.

Meet Our Founder

Jaro Uljanovs, a dedicated AI developer boasting over a decade of multimodal edge AI expertise, has a proven track record of team leadership and product development.

This includes leading an AI team at SharperShape, a rapidly growing Finnish drone AI startup employing over 200, and managing an AI department of more than 20 specialists.

Subsequently, he spearheaded AI initiatives at ConfidentialMind, leveraging Open Weights LLMs; notably, he was the sole Machine Learning expert when they secured the top AI startup award in 2024.

Meet Our Founder

Jaro Uljanovs, a dedicated AI developer boasting over a decade of multimodal edge AI expertise, has a proven track record of team leadership and product development.

This includes leading an AI team at SharperShape, a rapidly growing Finnish drone AI startup employing over 200, and managing an AI department of more than 20 specialists.

Subsequently, he spearheaded AI initiatives at ConfidentialMind, leveraging Open Weights LLMs; notably, he was the sole Machine Learning expert when they secured the top AI startup award in 2024.

Join Us Today.

Join Us Today.

Secure your early access position and demonstrate your commitment to the project by becoming a financial backer or team member.

Secure your early access position and demonstrate your commitment to the project by becoming a financial backer or team member.

The future awaits.


The future awaits.


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