Research that ships

We produce intellectual property that organisations can license and deploy. Every research area below has produced production-ready assets.

Most AI research stays in papers. Ours ships as trained models, data pipelines, agent architectures, and technical methodologies. The four areas below represent our active research programme, and each has produced assets that organisations are already deploying.

Synthetic Data Generation

We create training data when real data is scarce, sensitive, or biased. Our synthetic data generation pipelines produce high-quality, domain-specific training sets that enable fine-tuning and evaluation without compromising data privacy or requiring access to production datasets.

This is core intellectual property that underpins much of our fine-tuning and evaluation work. The ability to generate targeted training data on demand removes one of the most common bottlenecks in applied AI development.

Domain-Specific Model Training

We translate deep domain expertise into trained AI models that perform at specialist level on narrow tasks. This work typically involves close collaboration with domain experts within partner organisations, combining their knowledge with our training methodology.

Models produced through this process are jointly owned intellectual property, giving our partners a trained asset they can deploy, extend, and build upon long after the initial engagement.

AI Agent Architectures

We research and build autonomous AI agent systems capable of executing multi-step workflows with minimal human oversight. Our agent architectures handle planning, tool use, error recovery, and self-evaluation.

Our compliance platform and research platform are both examples of agent architectures that have shipped to production. These are not prototypes or demos; they are systems handling real workloads in live environments.

Technical Research (Knowledge Bank)

The Continuum Knowledge Bank is a public research repository containing over 325 indexed pages covering the full AI stack. It functions as both a resource for the AI community and a demonstration of our research breadth.

The Knowledge Bank is the primary driver of organic discovery for Continuum Labs, accounting for the majority of search traffic. It is continuously maintained and expanded as our research progresses.

325+ pages of published research

The Continuum Knowledge Bank is a public research repository covering the full AI stack, from data ingestion to model deployment. It is freely available.

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