# Continual Labs Limited

> Continual Labs Limited is an AI research lab and senior software engineering studio
> based in England. We design, build, and operate self-improving agentic systems and
> mission-critical software. Research areas: continual learning, self-improving agents,
> self-maintaining systems, agentic orchestration, eval-driven development, and model
> optimization. Services: web platforms, AI systems & LLM platforms, cloud &
> infrastructure, MLOps & model governance, product engineering, mobile & cross-platform.

## Key pages
- [Home](https://www.continuallabs.ltd/index.html.md): capabilities, engagement process, contact.
- [Products](https://www.continuallabs.ltd/products.html.md): pre-launch product roadmap (categories only).
- [Team](https://www.continuallabs.ltd/team.html.md): the two co-founders, plus a "hiring soon" signup for future roles.
- [Research — Continual Learning](https://www.continuallabs.ltd/research/continual-learning.html.md): definition, why it matters, our approach, FAQ.
- [Research — Self-Improving Agents](https://www.continuallabs.ltd/research/self-improving-agents.html.md): agentic systems that evaluate and refine themselves.
- [Research — Self-Maintaining Systems](https://www.continuallabs.ltd/research/self-maintaining-systems.html.md): autonomous observability and self-healing.
- [Research — Agentic Orchestration](https://www.continuallabs.ltd/research/agentic-orchestration.html.md): multi-agent architectures, planning, tool use, memory.
- [Research — Eval-Driven Development](https://www.continuallabs.ltd/research/eval-driven-development.html.md): benchmarks and regression suites as the CI/CD of AI.
- [Research — Model Optimization](https://www.continuallabs.ltd/research/model-optimization.html.md): quantization, distillation, speculative decoding, adaptive serving.
- [Research Notes](https://www.continuallabs.ltd/research/notes/what-we-mean-by-self-improving-systems.html.md): essays from the lab.
- [Contact](https://www.continuallabs.ltd/index.html.md#contact): propose a mission — hello@continuallabs.ltd.

## Company facts
- Legal name: Continual Labs Limited (UK company number 17387340).
- Registered office: 23 Oaklands Road, Northfleet, Gravesend, England, DA11 8PA.
- Founded: 2025. Remote-first, operating worldwide.
- Contact: hello@continuallabs.ltd