frontend-db-dashboard
by Miao0409
Work with the cable voiceprint data pipeline and MySQL database. Use when Codex needs to validate data-center JSON manifests, ingest audio index metadata, query pending samples for inference, submit algorithm results, return frontend sample display data including audio and spectrum resources, query dashboard statistics, or explain the cable voiceprint database/API field design.