AI research and intellectual property
We build AI systems and license the resulting intellectual property. Open source models, full data sovereignty, lasting value.
A research lab, not a services company
Continuum Labs is an Australian AI research and intellectual property company. We build trained models, data pipelines, agent architectures, and technical knowledge that has lasting value beyond any single engagement.
We work primarily with open source models and infrastructure. When we work with an organisation, the output is intellectual property they own outright.
From data to deployment
Data Ingestion & Knowledge Engineering
Parsing, cleaning, chunking, and embedding data from 60+ formats into vector-ready datasets.
RAG System Architecture
Full retrieval-augmented generation pipelines: ingestion, retrieval, ranking, generation, and evaluation.
Open Source Model Selection & Deployment
Evaluating Llama, Mistral, Qwen, and DeepSeek against actual requirements. No vendor lock-in.
Fine-Tuning & Domain Adaptation
LoRA, QLoRA, and full fine-tuning on cloud GPU, combined with synthetic data generation.
Model Evaluation & Benchmarking
Custom evaluation pipelines measuring domain-specific performance, hallucination rates, and regression testing.
Secure & Private AI Deployment
Private cloud, on-premises, and air-gapped environments. Full data sovereignty.
325+ pages of published research
The Continuum Knowledge Bank covers the full AI stack, from data ingestion to model deployment. It is freely available.