Integrate modeΒΆ

integrate adds a generic public wrapper only after model identity, checkpoint selection, environment resolution, source strategy, preprocessing, output semantics, and embedding choices are resolved. The wrapper accepts canonical [B,C,T] waveforms, a sample rate in hertz, and optional [B] valid lengths.

Model-specific imports remain lazy and occur only inside controlled construction, verification, or inference. The root package must stay importable without those dependencies.