Preserve the source.
Native captures should remain available beside enhanced images and model outputs, so reviewers can inspect how an interpretation was produced.
Throughput depends on the whole path: illumination, sensing, timing, reconstruction, inference and review.
Illumination, contrast and calibration
Sensors, triggers and synchronisation
Reconstruction and image processing
Local models and structured outputs
Native data, annotations and QA
Native captures should remain available beside enhanced images and model outputs, so reviewers can inspect how an interpretation was produced.
Capture rate, reconstruction time, inference latency and data movement are separate quantities. Performance claims should name the workload and hardware.
Spum runs supported models on local hardware. A complete instrument system also needs acquisition interfaces, application logic and validation.
Language models, image understanding and AfterGlow piano continuation run on the native engine. The Spum site documents supported hardware and benchmark conditions.
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