AionMind LLC
Empowering AI to learn endlessly without retraining or pretraining
About AionMind LLC
Built to Learn. Engineered to Excel.
AionMind LLC was founded to change the way AI evolves. Traditional models are limited by catastrophic forgetting, where learning new tasks causes them to forget old ones.
Our system breaks that barrier with a proprietary fast-learning AI that performs exceptionally well — no re-training and no pre-training required. This system is the world’s first realization of human-like learning in neural networks, displaying high accuracy across all seen classes and one-class-per-neuron efficiency: Namely, the accuracy starts falling only when the number of classes equals the number of neurons in any of the layers in the neural network — One class per neuron learning capacity scaling. Check the Omniglot benchmark section for more specific details on what that means.
We’ve built a solution that is tailored for the future: one that scales, adapts, and performs in real time by utilizing only the resources that are truly needed for the learning process. Whether it’s image classification, NLP sentiment analysis, or drone video detection, AionMind powers applications with unmatched accuracy and agility, built specifically for edge and IoT environments.
Resilient AI
for Energy Efficiency & Human-Like Intelligence
Continual Learning AI for Dynamic, Real-Time Performance
AionMind offers high-performance AI systems that never stop learning. Our proprietary technology is designed to deliver accuracy, efficiency, and adaptability without the burden of retraining.
Continual Learning AI Modules
Integrate lifelong learning capabilities into your AI workflows with modules that continuously adapt and improve, even after deployment.
AI Licensing & Integration Support
License our breakthrough technology for your product or service. We offer integration support to ensure rapid deployment and success.
Edge/IoT Optimized AI Solutions
Deploy powerful AI to low-resource environments such as drones, wearables, and remote sensors — all with minimal memory and energy consumption.
Healthcare AI Solutions
From real-time analysis of medical images to adaptive clinical sentiment analysis, our AI is tailored for accuracy-critical healthcare applications.
Secure API & Demo Access
Access performance-rich demos and secure endpoints to test our solutions in your environment — all under NDA-protected infrastructure.
Designed Differently. Performs Exceptionally.
Why Our AI Isn’t Just Another Model
Our mission is to push AI beyond its current limits. AionMind achieves what others can’t — real continual learning with performance that surpasses the industry standard.
🔁 Lifelong Learning with No Retraining and No Task Sequence Pretraining
AionMind delivers over 99% validation accuracy across numerous diverse tasks with zero retraining or pretraining on task sequencing. Say goodbye to catastrophic forgetting.
📡 Edge-Ready Performance
AionMind delivers models that utilize one-class-per-neuron learning capacity scaling and only 3-5 training samples per class. With minimal memory requirements and lightning-fast processing, our AI thrives on real-time drone feeds, IoT devices, and embedded systems.
📈 Unmatched Accuracy and Scalability
The only technology in the world that hits over 95+% accuracy across 100+ classes in 20+ image classification tasks, with no task sequence pretraining, in benchmarks such as Split-CIFAR100, Omniglot 4-way, 5-shot, and more, in a highly resource-constrained manner.
Let’s Build the Future Together
Reach out to discuss licensing, integration, or partnerships — and discover what continual learning can unlock for your business.
Phone: +1 443-691-4818
Email: spapanikolaou@aionmindtech.com
Monday – Friday, 8AM – 5PM EST
