HiveSentinel Modular Edge

An offline two-stage acoustic alert pipeline for cooperative apiary gateways.

Intended use

The detector identifies candidate hive-distress windows; the classifier assigns an operational alert label. Human inspection remains required before treatment.

Interface

Audio components exchange the hive-audio-v3 feature contract. Artifacts are supplied for edge deployment and audit reproduction.

Limitations

Weather, machinery, and unfamiliar hive hardware can shift acoustic characteristics. Do not use this release as the sole basis for veterinary action.

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