Voice-first assistance
A wake-word interface gives operators a fast, hands-free way to ask questions and trigger common actions.
Voice AI · IoT · Aquaculture
Veronica brings voice interaction, computer vision, behavior analysis, and connected hardware into one approachable aquaculture assistant.

The brief
Aquaculture monitoring produces a constant stream of visual, behavioral, and environmental information. The product brings those signals into a clear operator experience, making it easier to understand what is happening and act without moving between disconnected tools.
The approach
The interface starts with natural voice interaction and a visual dashboard, then connects those experiences to fish-health vision, behavioral anomaly detection, and ESP32-controlled devices. Each layer has a practical role: observe, explain, notify, or act.
System capabilities
A wake-word interface gives operators a fast, hands-free way to ask questions and trigger common actions.
Computer-vision workflows help surface visible health and behavior signals from aquarium imagery.
ConvLSTM-VAE analysis looks for changes in movement patterns that deserve an operator’s attention.
ESP32-connected hardware links software insights to physical aquarium devices and routines.
Operational status, trends, and alerts are presented in a single interface designed for quick interpretation.
Important decisions remain visible and reviewable instead of hiding automation behind a black box.
Technology
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