Detect drift locally
Edge inference must detect drift where the data lives. Local quality checks and context-aware thresholds catch issues faster than central monitors can, especially when connectivity is intermittent.
Rollouts that respect the edge
Staged rollouts and rollbacks must account for edge constraints—power, connectivity, safety. Plan for partial deployments and quick reversions without bricking devices or halting operations.
Telemetry with context
Telemetry pipelines should capture enough context to debug incidents: inputs, model versions, environment signals. Without context, edge failures turn into expensive guesswork.
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.