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How We Pushed CDC into Postgres

  • Snowflake develops Postgres service to integrate transactional and analytical databases.
  • Push-based change data capture system decouples producer and consumer via object storage.
  • Four stages (decoder, capture, apply, failure handling) ensure reliable replication.

Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop disease diagnosis in low-resource farming communities

Scientific Reports, Published online: 10 August 2026; doi:10.1038/s41598-026-53339-0 Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop…

  • Integrated multi-spectral imaging framework enhances crop disease diagnosis in low-resource areas
  • 3D Spectral-Spatial Convolutional Neural Network achieves 95% accuracy in 0.3 seconds per sample
  • Federated learning improves regional model accuracy to 92% and reduces training time by 40%