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Physical AI is basically AI that has to deal with the real world A robot can understand a command but that doesn’t mean it can execute it perfectly. It still has to see the object, move toward it, touch it, adjust when things go wrong and recover That’s the part people miss when they compare robotics to LLMs. An LLM can plan what should happen A robot has to physically make it happen Friction, bad positioning, occlusion, backlash and all the little things that don’t exist in a perfect simulation can break a good plan This is why interaction data matters so much in robotics. Teleoperation shows the robot what good movement looks like. Corrections teach it what to do when it gets things wrong Simulation gives it more environments and scenarios to learn from But real hardware is still the final test Physical AI isn’t simply about building a bigger model. It’s about teaching AI to learn through interaction with the physical world. That what @axisrobotics is focused on

nifercheks's tweet photo. Physical AI is basically AI that has to deal with the real world

A robot can understand a command but that doesn’t mean it can execute it perfectly.

It still has to see the object, move toward it, touch it, adjust when things go wrong and recover

That’s the part people miss when they compare robotics to LLMs.

An LLM can plan what should happen
A robot has to physically make it happen

Friction, bad positioning, occlusion, backlash and all the little things that don’t exist in a perfect simulation can break a good plan

This is why interaction data matters so much in robotics.

Teleoperation shows the robot what good movement looks like.

Corrections teach it what to do when it gets things wrong

Simulation gives it more environments and scenarios to learn from

But real hardware is still the final test

Physical AI isn’t simply about building a bigger model.

It’s about teaching AI to learn through interaction with the physical world.

That what @axisrobotics is focused on

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@Oxchibs

2 minutes ago

@nifercheks Axis the future of robotics 🫪🫪🫪

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@Oxchibs

3 minutes ago

@0XFahadXy Thanks Fahad Do have a great day buddy

Chibs

@Oxchibs

4 minutes ago

Well still have one or two I planned to achieve last month that j haven't so gonna push them to this month Hit 2k followers Get at least two 3fig gigs Develop more on motion graphics (haven't finished learning after starting fee months back for some reasons) buh decided to start back again Hope I gave the strength to achieve them. And goodluck achieving yours