●builderIf you're building network operations tooling, APEX-Edge's 10.5M parameter footprint enables on-device inference with competitive accuracy versus much larger general-purpose time-series models.
●researcherThe domain-specific pretraining approach on bursty, zero-inflated telemetry signals is a useful case study for adapting foundation models to non-stationary industrial time series.