Local-first AI infrastructure.
Built for ownership.
Node Dynamic Systems Ltd. is a Canadian R&D company building DAX — a privacy-first, offline-capable platform designed to remain stable, auditable, and owner-controlled in real environments.
Engineering before autonomy.
We treat autonomy as an engineering discipline — shaped by policy, authorization, and verification — not as an aesthetic. Our work emphasizes reliability, governance, and long-term operational utility.
Local-first operation
DAX is built to run on hardware you control. External connectivity is optional, intentional, and governed. This keeps sensitive workflows close to the owner and reduces reliance on third-party infrastructure.
Resilience under constraints
Systems should remain useful during degraded connectivity, limited bandwidth, or isolated networks. Our designs prioritize graceful degradation, fast recovery, and clear system state visibility.
Policy-driven behavior
We design systems where permissions, roles, approvals, and audit trails are first-class features. The goal is predictable behavior that can be reviewed, tuned, and trusted over time.
Long-term goals
Our objective is to deliver a platform that remains dependable for years: transparent, controllable, and aligned with the owner — not silently drifting as models, environments, or requirements evolve.
Trusted autonomy
Autonomy that is earned through constrained workflows: suggestion → approval → execution. Each step remains reviewable and traceable.
Cluster orchestration
Multi-node architectures that separate roles (security, inference, storage) and coordinate workloads based on policy and health signals.
Real deployments
Designing for practical deployment environments: home systems, small businesses, and specialized setups where privacy and reliability matter.