The Farm Automation Breakthrough
forbes.com
forbes.com
It's sold as "weeding as a service". If you need large-scale weeding, Pacific Ag Rentals in Salinas, CA, will rent you a Robovator. That's made in Denmark, and Pacific Ag Rentals beefed it up for serious use. It kills weeds by chopping them out of the ground with computer-controlled knives. No chemicals, so, "organic".
Making these things rugged enough to do the job is a problem. The R&D projects tend to have flimsy mechanical engineering. You want to be able to pressure-wash the thing. Dust-tight and water-tight are solved problems, but most machine learning people have never dealt with that.
I've been going to my local farmers' market for a while. It's interesting to see what people use "organic" as a proxy for. For some, they want to support small family farms. Others will settle for "no spray" produce that's not certified organic. Some people are scared to death of GMOs, and that's one way to avoid them. Organic eggs are also free-range (but it' still not as nice as you'd picture), and there's minimal use of antibiotics during production.
But there are a lot of crops, vegetables mostly, that are hand weeded. It's going to replace a lot of migrant labor. The main reason it won't replace herbicides will be cost. I'm not even certain that it would make economic sense right now for organically grown corn and soybeans.
There also may be problems with it in the Midwest. In California they turn on the water when they need it. What happens if it rains for three weeks in Illinois and the machine can't enter the field? Will it be able to remove fifteen inch tall weeds as easily as those a quarter inch tall? How fast will it operate under those conditions? If I have 2500 acres in that situation the weeds might be five feet tall by the time the machine gets to the last fields.
But if someone makes a successful business of commercial weed removal then like all tech the cost will come down over time, perhaps opening up the much wider market.
But we farmed for a long time before inventing weedkiller. First by recognising weeds & pulling them out. Later by plowing, which is really just substituting mechanical work (from oxen) for human labor (and smarts). I don't see a fundamental reason that robot-weeding couldn't ultimately replace most chemicals & most plowing, but obviously not next year.
But the technology is: A library of weed images is used to check if the thing visual to the camera is a weed. If it is, then pluck it or spray chemicals (here: pluck).If not, move on.
Once they detect a weed ahead, they could just lower a small plough-like thing in worst case scenario. Or a pinch could go down, grab the weed and go up.
But yes, they seem be secretive about the working.