Shinkei Systems’ AI-guided fish harvesting is more humane and less wasteful

AI-guided fish harvesting

AI-guided fish harvesting


Fresh fish isn’t really that fresh — even straight off the boat. The way they’re caught and killed is not only inhumane but detrimental to the resulting meat. There’s a far superior alternative, but it’s time-consuming and manual — but Shinkei Systems has figured out a way to automate it, even on the deck of a moving boat and has landed $1.3 million to bring its machine to market.

It’s unpleasant to think about, but fish harvesting doesn’t really give a lot of thought to the comfort of the fish. How could it at the scales fishing boats work at? What generally happens is the fish are dumped out of the net, roughly sorted and then thrown on ice to flap around and eventually suffocate minutes or hours later. Not great!

This isn’t just cruel, but it results in the fish’s body degrading faster due to the stress, bacteria in wounds and blood, and lactic acid in the muscles.


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Of course, anyone who catches fish one by one knows you either have to keep them alive in the water or kill them right away in order to get the best taste. Usually, this involves stunning it with a blow to the head and then decapitating and gutting it. Still not pretty, but it’s better than the alternative.

Yet there is an even better way, a traditional Japanese method called ike-jime. Doing it this way is not only the most humane but also preserves the meat so well that it can go days or weeks longer than suffocated fish and tastes way better as well. The problem is it’s kind of art.

Ike-jime involves piercing the brain with a sharp spike to send the fish to fish heaven, then quickly exsanguinating it, and after that destroying the spinal cord. Gruesome, yes, but all of these things prevent stress, suffering, and the spreading of bacteria and destructive substances through the body. But it has to be done precisely and within a couple of minutes of the fish being caught, so it doesn’t really scale.

That is, unless you automate it, which is what Shinkei Systems has done. The team, led by co-founder Saif Khawaja, has created a mechanical means of accomplishing ike-jime on fresh-caught fish, at a rate of one every 10-15 seconds.

The machine, about the size of a big refrigerator, includes a hopper for incoming fish, an operational area, and output where it can go into an ice bath. A computer vision system identifies the species and shape of the fish it is holding, locates the brain and other important parts, and goes through the ike-jime motions, dispatching the fish quickly and reliably.

“The robotics perform at surgical-level accuracy — our vision for this is it’s completely hands-free, no operator,” Khawaja said, noting that it is also robust against boats’ natural pitching and rolling. “But it’s not simply edged detection; we use machine learning in our backbone. Even in the same species, even with the same contour, the brain can be in a different location. The benefit of our tech is we adapt to all fish.”

This hasn’t all been done in some secluded Silicon Valley garage, either. “We’ve deployed our first versions in pilots already; When I first started this project, I was taking midnight Greyhounds to get to the docks at 3 a.m. when they’re going out because that’s the only way to talk to them. We’re working with fishermen in Maine, New Hampshire, and on Cape Cod, and we’ve partnered with distributors for big restaurants in Manhattan.”

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AI-guided fish harvesting

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