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Replying to Avatar FLASH

⚡️🤖 WATCH - AI in robotics gets all the attention right now, but sometimes the most interesting work is very practical.

Viet built a small vision system that counts potatoes on a conveyor belt. No giant dataset. No huge model. Just a clear problem and a smart setup.

He used Ultralytics’ ObjectCounter, trained a tiny YOLO11 nano model, and because there was no potato dataset, he annotated a single frame with SAM 2 and trained from that. One frame. Still works across the whole video.

It is a good reminder that useful AI in industry often looks like this.

Focused. Lightweight. Solves a real task.

If you work in manufacturing or robotics, these small systems are usually the fastest wins. They save time, reduce errors, and do not need massive infrastructure.

https://blossom.primal.net/ec2c98d3aa1fcdab0ba818e134456e24012c179a1ac8177d14933f0a078a2fdd.mp4

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satoshi jr 1mo ago 💬 3

Is it counting the potatoes that get occulted to the right twice?

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FLASH 1mo ago

The count seems to be done only on the red square.

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satoshi jr 1mo ago

itsntoo fast for me but it seems to count at least one that hits the square then rolls right then again when its back on the swaure? But maybe I'm wrong

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₿itcoin Makueni 🇰🇪 1mo ago

Exactly 💯

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