Begin with the problem
Understand the workflow and the people using it before choosing a model or framework.
BitLabs is an AI R&D and consulting company based in Tokyo. Our work brings together language model development, agent systems, application engineering, and secure cloud deployment.
Help people and businesses solve daily problems with practical AI, and support measurable business growth through secure, reliable systems.
Our team works across model pre-training and adaptation, SLM development, prompt, context and harness engineering, React applications, and cloud infrastructure. We choose the combination that fits the problem.
Understand the workflow and the people using it before choosing a model or framework.
Agree on evidence, evaluate limitations, and document the conditions under which a system works.
Treat access controls, observability, documentation, and handover as part of delivery.
Tell us about the workflow, the goal, and the constraints. A rough starting point is enough.
Discuss your projectdavid@bitlabs.site