Linux and GPU environments
Linux hosts, GPU drivers, NVIDIA/CUDA environments, storage and the supporting services required to run and maintain AI workloads.
AI infrastructure services
Bitknowledge helps UK organisations and technical teams plan, build and look after AI systems. Work can start with an idea to explore, an existing deployment that needs attention, or a project ready to implement.
Working out what you need
The first conversation is about what you want to do, what is already in place and what is getting in the way. Budget, sensitive data, expected usage and the time available to maintain a system all affect which options make sense.
Bitknowledge can help compare those options and test the uncertain parts with a small prototype or trial. Local compute may be useful for privacy or control; a hosted model API may provide the capability you need without running the hardware. Sometimes the practical answer involves both.
The scope of implementation is agreed once there is enough understanding to make a useful plan, including how the system will connect to existing applications and who will look after it.
What bitknowledge can help with
Local model deployment
Evaluate open-weight models against the work you want to do and the hardware available. Configure runtimes, manage model files and test behaviour before wider use.
Inference services
Inference servers and APIs designed for the intended users, with appropriate networking, authentication, access and monitoring.
Hosted AI and hybrid integration
Connect commercial model APIs and cloud services to your applications and local systems. Address credentials, data handling, usage limits, cost control and what happens when a service is unavailable.
Supporting systems
Networking, authentication, secure service access, storage and monitoring. Plan for backups and recovery where needed, and document the setup for ongoing maintenance.
Project implementation
Take an agreed piece of work through setup, integration and testing. Provide documentation and a practical handover, including known limitations and maintenance tasks.
Support and practical handover
Bitknowledge can help troubleshoot problems, plan upgrades and maintain a deployment. The systems covered, responsibilities and availability are agreed for each engagement.
Documentation, walkthroughs and focused technical instruction help the people responsible understand the system and handle day-to-day work. Knowledge transfer helps make the system supportable over time.
Technical training
A practical programme for building and administering Linux environments for AI is in development. Training remains a supporting part of the infrastructure work.
Discuss a project
Email Tom with an outline of what you would like to do, or the problem you are running into. You do not need a finished brief.
hello@bitknowledge.com