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Some of Our Recent Projects

We have carried out cutting-edge and projects to address challenging problems…

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HEROES

Scalable autonomy for multi-agent coordination in dynamic, contested environments.

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SATORI

System-scale risk modelling that helps teams plan for the unpredictable.​

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FlexLLM

Real-time assistance without cloud dependency – AI chat that works in the field.

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Built for the Real World:
We don’t build AI just to pass tests, we build it to work where it’s actually needed: fast, efficient and reliable in demanding situations.
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Systems, Not Just Models:
Our strength lies in complete systems integration, from AI through to deployment and UX.
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Trusted by UK & US Government Clients:
We’ve delivered in defence, security and infrastructure – where robustness and reliability are essential.
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Lean, Expert-Led, Focused:
A small team with deep experience across AI, systems engineering, simulation and deployment.
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Responsible by Design:
We prioritise interpretability, efficiency and sustainability in every system we build.
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How We Work

We don’t just build models – we build systems that perform under real-world pressure.

 

Our focus includes…

Modular frameworks

Designed to adapt across roles, domains and deployments

Efficient, low-power AI

For disconnected or edge environments

Fast, scalable prototyping

For rapid delivery and impact

Human-AI interfaces

That support understanding and trust

Modular frameworks

Designed to adapt across roles, domains and deployments

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Fast, scalable prototyping

For rapid delivery and impact

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Efficient, low-power AI

For disconnected or edge environments

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Human-AI interfaces

That support understanding and trust

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Efficient Machine Learning
AI models designed for speed, scalability and constrained environments
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Modular Frameworks
Reusable architectures designed to adapt across roles, domains and deployment settings
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Surrogate Modelling
Fast machine learning approximations of complex physical or simulated processes
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Simulation-Integrated AI
Hybrid systems that combine data-driven models with simulation or domain logic
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Edge & Offline Deployment
AI that runs on low-power or disconnected platforms, including mobile, embedded and field units
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Adaptive Autonomy
Agents that adapt to change, recover from breakdowns and manage complex tasks.
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Multi-Agent Coordination
Agents that coordinate without needing central control.
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Mission-Critical Decision Support
Tools and analytics that assist humans in high-consequence environments
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Human-AI Collaboration
Interfaces and systems that are aligned with human thinking, enabling trust, oversight and decision support.
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Aeris-UK is a company registered in England and Wales, Company No 14404427

Address
Registered office: 107 Hartswood Road, London W12 9NG
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.

© 2025 Aeris-UK

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