Local AI system design
Architecture and implementation of AI systems that run
entirely on your own hardware — from individual
workstations to small lab environments.
- Hardware-aware model selection
- Offline-first configuration
- Clear operational boundaries
Educational & school deployments
Controlled AI environments designed for classrooms and
learning spaces, with safety, predictability, and
supervision as first-class concerns.
- Local-only data flow
- Age-appropriate constraints
- Clear educator documentation
Advisory & system audits
Independent review of existing AI setups, focusing on
privacy, reliability, and long-term maintainability.
- Architecture and dependency review
- Risk and trust boundary analysis
- Actionable improvement roadmap