Generative Simulation Benchmarking for sustainable aquaculture monitoring systems with ethical auditability baked in

Generative Simulation Benchmarking for sustainable aquaculture monitoring systems with ethical auditability baked in My journey into this niche intersection of AI, environmental science, and ethics began not in a clean lab, but on the edge of a salmon farm in Norway. I was there to deploy a standard computer vision model for fish counting, a task I assumed would be straightforward. The reality was a chaotic, murky environment where lighting changed by the minute, fish schools moved in unpredictable patterns, and equipment failures were the norm, not the exception.