NeuralMimicry — UK Sovereign Neuromorphic AI

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Expert guidance from conventional Machine Learning to AARNN-powered neuromorphic AI

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Refiner: From Brief to Build

Refiner by neuralmimicry is the platform that takes a single line of requirements and transforms it into fully fledged, runnable product software directly from a Git repo.

It refines intent into execution: clarifies scope, generates plans, orchestrates changes, and surfaces real-time progress in a polished control room. The result is confident, end-to-end product delivery from brief to build, with the rigour and visibility modern organisations expect.

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Continuum: Flexible Deployment for Sovereign, Hybrid AI

Continuum is NeuralMimicry's deployment fabric for sovereign, hybrid AI—built to keep sensitive workloads where they belong while giving you the freedom to scale when you need it.

Run models on-premises for maximum control, extend seamlessly into UK-aligned sovereign cloud environments for compliance and assurance, and burst to cloud capacity to meet peaks in demand without re-architecting.

With a single control plane across edge, data centre and cloud, Continuum delivers consistent governance, security and performance—so you can move fast, stay compliant, and never be locked into one place to run your AI.

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Tracey: Swarm-Native Security Fabric

Tracey is NeuralMimicry's swarm-native security fabric: a self-organising mesh of lightweight AI agents that continuously observe systems, servers, networks, applications and user/automation actions, then coordinate in real time to detect malicious or anomalous behaviour.

Unlike static, signature-led tooling, Tracey adapts on the fly—each agent learns local "normal", shares evolving baselines with the swarm, and reaches consensus before escalating or initiating containment.

The result is security that behaves more like a living nervous system: distributed sensing, collective assessment, and rapid, proportionate response—while simultaneously spotlighting operational inefficiencies and performance bottlenecks so you harden and optimise the same estate with one continuously learning control layer.

Available independently and pre-loaded onto every NeuralMimicry system.

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AARNN by NeuralMimicry Logo

AARNN: UK Sovereign AI Core

AARNN is NeuralMimicry's UK sovereign AI solution—continual learning, dynamically adaptable, neuromorphic swarm intelligence that moves beyond static-model machine learning.

It learns individually and collectively from diverse inputs, evolving like a living system from early formation to mature capability through cellular and neuronal biomimicry.

AARNN underpins Refiner, Continuum, Tracey and every NeuralMimicry solution, delivering adaptive intelligence wherever it runs.

Explore AARNN Neuroscience

Expert AI & Technology Consultancy

With over 20 years of international experience in software engineering and 15 years in AI, NeuralMimicry provides strategic consultancy to help businesses navigate the rapidly evolving AI landscape. We bridge the gap between complex technical requirements and strategic business goals.

From implementing conventional Machine Learning and Deep Learning solutions to architecting scalable high-performance computing systems, we deliver transformative results that enhance business operations and drive innovation.

Our Expertise

  • Conventional ML & Deep Learning (TensorFlow, PyTorch, JAX)
  • Generative AI & Scalable LLM Deployment
  • Hybrid Multi-Cloud Architecture (AWS, Azure, GCP)
  • High-Performance Computing (HPC) & Slurm
  • DevSecOps & Resilient CI/CD Pipelines
  • Strategic Fractional CTO Services

Core Consultancy Services

ML & Deep Learning

Implementation of production-ready machine learning models and deep learning architectures. We specialize in conventional AI solutions that deliver immediate value to your business processes.

Cloud & HPC Strategy

Designing and managing complex hybrid multi-cloud environments and high-performance computing clusters. Expert guidance on AWS, Azure, GCP, and OpenStack infrastructure.

Technical Leadership

Fractional CTO services, DevSecOps leadership, and strategic guidance on AI ethics and security (ISO27001). We help scale your engineering teams and technical capabilities.

Specialised Industry Expertise

We provide high-impact consultancy and training across diverse sectors:

Enterprise AI & Automation

Streamlining business operations through custom ML models, process automation, and intelligent decision support systems across construction, healthcare, and marketing.

Cloud & Infrastructure

Architecting resilient, scalable cloud and on-premise solutions for data-intensive AI workloads including AWS, Azure, and private cloud.

Defence & Sovereignty

Providing UK-sovereign expertise in AI development, robotics, and cybersecurity for sensitive and mission-critical applications.

HPC & Research

Optimising high-performance computing environments and Slurm-based clusters for scientific discovery and advanced simulations.

What Our Clients Say

Trusted by leading organisations in AI research and autonomous systems

"NeuralMimicry's AARNN platform transformed our autonomous laboratory. The continuous learning capability eliminated weeks of manual experimentation cycles."

Dr. Sarah Mitchell

Head of AI Research

Advanced Materials Lab

"The adaptive robotics solution exceeded our expectations. Real-time learning without retraining has been a game-changer for our manufacturing operations."

James Chen

CTO

RoboSys Industries

"Sovereign AI capabilities with the efficiency of neuromorphic computing. Paul's expertise in both conventional and cutting-edge AI is unmatched."

Prof. Michael Davies

Director of Innovation

UK Defence Research

20+
Years Experience
15+
Years in AI
UK
Sovereign AI
TEDx
Speaker

Partner With Us

Ready to elevate your AI strategy or explore the potential of neuromorphic intelligence? Contact us today to discuss your project requirements or training needs.