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Aeris-UK Insights

At Aeris-UK, we build AI for real-world impact. Here we share perspectives on sustainable development, emerging approaches in AI and lessons learned from our applied work. These insights reflect how we think, experiment and adapt in practice.

Plexal profiles SATORI—our way to see how AI behaves in the messy real world — across systems and people, and when things go wrong — before it goes live.

Beyond Backpropagation: Prospective Configuration

What if neural networks didn’t just learn from the past, but anticipated what’s ahead? We explore a novel training idea, Prospective Configuration, and what it could mean for efficient, future-aware learning.

Picking a simulator shouldn’t slow your research. We explain when to use Unity, when PyBullet is enough, and when a custom FastSim turns days of training into hours.

How Small AI Companies Can Train Models Sustainably

Even small teams can reduce the environmental impact of model training. We share our experience of making real-world AI development greener, without needing hyperscaler budgets.

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Aeris-UK is a company registered in England and Wales, Company No 14404427

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Efficient AI models for real-world deployment.
Illustration of a neural network, representing Aeris-UK’s research on efficient AI models for real-world deployment.

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