Neural engineering lab
Reprogram enterprise intelligenceon your terms.
Go beyond off-the-shelf models. We build private LLM architectures that preserve data sovereignty, with fine-tuning and continual learning pipelines that keep your AI ecosystem evolving.
On-prem & air-gapped ready
Engineering approach
Fine-tuning vs. full retraining
Domain-specific fine-tuning
We recalibrate general models with your terminology, tone, and sector knowledge (legal, healthcare, finance).
- PEFT / LoRA techniques
- RLHF / DPO optimisation
- Precise style alignment
Business impact
Up to 85% reduction in hallucination rates.
Full-scale retraining
We retrain core layers on large internal datasets to build a company-specific base model.
- Custom tokenisation
- Custom architecture
- Private cluster training
Business impact
Full integration of corporate memory into model architecture.
Model-agnostic infrastructure
Hardware- and vendor-independent. We optimise the latest open-source architectures for your organisation.
- Logic & code
DeepSeek-V3
State-of-the-art performance for code and complex reasoning workflows.
- Universal
Llama 3.1 / 3.2
Meta's strongest open family; ideal for general-purpose enterprise assistants.
- Multilingual
Qwen 2.5
Alibaba models with strong multilingual and mathematical capabilities.
- Enterprise
Granite (IBM)
Trained for enterprise compliance and transparency requirements.
- Efficiency
Gemma 2
Google-architecture edge deployments with low latency and high throughput.
- Sovereign AI
Mistral Large
European-hosted, high performance aligned with data sovereignty policies.
Continually learning enterprise intelligence
Static training (snapshot)
Models frozen on data from a defined period. High predictability and control for regulated industries.
Dynamic pipeline (continual)
Models updated on a schedule with new data, protected against catastrophic forgetting.
# Initializing PEFT/LoRA adapters...
# Base Model: DeepSeek-V3-Base
# Dataset: Internal_Wiki_2026 (4.2B tokens)
Train your model on corporate DNA
Move to AI infrastructure that is fully yours without compromising data security. Speak with our specialists on process analysis and architecture design.