> Beamwarden is the authoritative control plane for the Beamrider fleet, offered as a fully‑managed PaaS or as a foundation for bespoke development and monitoring solutions. It provides a unified, deterministic, and secure management layer for our customers’ distributed sensing fleets, handling identity, telemetry, deployments, SSH trust, and configuration across every node.

> Beamriders are fully customizable remote‑sensing platforms—modular edge devices built to host whatever sensors, radios, or local logic a mission demands. Instead of acting as generic “hands and eyes,” each Beamrider becomes a purpose‑built field instrument, gathering high‑fidelity environmental data and enforcing Beamwarden’s identity, trust, and deployment model at the edge.

> Beamforge is the physics-informed intelligence layer of the Beamwarden ecosystem. Every sensor in the fleet is automatically monitored by a live Unscented Kalman Filter, a recursive Bayesian estimator that learns the normal dynamic behavior of each channel and flags deviations in real time using Normalized Innovation Squared (NIS) exceedance detection. No per-sensor configuration required: Beamforge bootstraps a model on first ingest and begins producing anomaly scores immediately. On top of that statistical foundation, Beamforge delivers per-field time series charts, rolling descriptive statistics, and historical analytics, transforming raw telemetry into the operational intelligence that powers your fleets.