Evidence for safety and uptime
Telemetry in physical operations must do more than trend lines; it must prove safety and uptime. Instrument OT systems with lineage and audit trails so you can reconstruct incidents, satisfy regulators, and continuously improve control strategies.
Governed sensor expansion
Low-cost sensors will flood your networks with data. Pair expansion with governance—standards, retention, access—to avoid noisy swamps and stay compliant. Evidence beats intuition when auditors or incident responders ask for proof.
Latency lives at the edge
Latency-sensitive control loops should run at the edge. Keep safety-critical logic close to the process, with observability and rollback. The cloud is for analytics and training, not for closing the valve in time.
sys3(a)i POV: We approach critical systems work by stress-testing architectures, integrating observability and governance from day one, and designing sovereign or edge footprints where independence and continuity matter most.