Kafadzhy

Content creator | AI researcher & automation builder
busy with @elonmusk

[Kafadzhy @X1Kafadzhy]

@servo_diaries That look so crazy homie

[Kafadzhy @X1Kafadzhy]

@servo_diaries Underdog arc in 6 seconds. Pollen nailed the personality on this one

[Kafadzhy @X1Kafadzhy]

Oh sh*t, this $399 robot duck fell on its back and got up with no human touching it

And nobody programmed that move. It learned it inside a simulation, by falling and trying again, then the same policy was moved onto the real robot.

Left side is the simulation, right side is the real Microduck from Pollen Robotics (Hugging Face). Watch the dashboard react to every moment:

• Fall detection: the second it hits the floor, the screen flashes FALL DETECTED and the whole system flips into recovery mode

• Self recovery: it rolls, pulls its legs under its body, pushes up and stands. In slow motion you can see every step of the get-up

• Object contact: it walks up to a plush toy, lowers its center of mass and handles it without tipping over

• Sim to real: the simulated twin does the same moves at the same time. One brain, two bodies

We used to program robots line by line.

Now we let them fail in a simulation until they figure it out, then copy that brain into a real body.

And this one is open source. People are already training their own walks at home on one GPU.

Footage and links in the reply ↓

[Bober_smart @Bober_smart]

https://t.co/WRvaPXgqIa

[Kafadzhy @X1Kafadzhy]

@pparik__ The token point is the real story. Most companies are paying for AI that still needs a human to check every output. Do you think that gap closes in 2027 or gets worse?

[Kafadzhy @X1Kafadzhy]

@pparik__ Hardware is finally catching up to the models. 2027 is going to be wild

[Kafadzhy @X1Kafadzhy]

Oh sh*t, this $399 robot duck fell on its back and got up with no human touching it

And nobody programmed that move. It learned it inside a simulation, by falling and trying again, then the same policy was moved onto the real robot.

Left side is the simulation, right side is the real Microduck from Pollen Robotics (Hugging Face). Watch the dashboard react to every moment:

• Fall detection: the second it hits the floor, the screen flashes FALL DETECTED and the whole system flips into recovery mode

• Self recovery: it rolls, pulls its legs under its body, pushes up and stands. In slow motion you can see every step of the get-up

• Object contact: it walks up to a plush toy, lowers its center of mass and handles it without tipping over

• Sim to real: the simulated twin does the same moves at the same time. One brain, two bodies

We used to program robots line by line.

Now we let them fail in a simulation until they figure it out, then copy that brain into a real body.

And this one is open source. People are already training their own walks at home on one GPU.

Footage and links in the reply ↓

[Kafadzhy @X1Kafadzhy]

@bemuuvi left: claude code terminal. right: the live preview of what it’s building

[Kafadzhy @X1Kafadzhy]

@bemuuvi no coffee needed either just a policy and 15 servos

[Kafadzhy @X1Kafadzhy]

OH SH*T, HOW IS THIS POSSIBLE?

this $399 robot duck learned to kick, fall and get back up inside a simulation

then the exact same policy ran on the real robot. left is sim, right is real

it's open source. you can train your own walks at home

[NVIDIA RTX Spark @NVIDIARTXSpark]

When @jensenhuang asks for a somersault, you deliver. 🦆

See how AI agents on NVIDIA RTX Spark help bring @huggingface's Microduck from simulation to the real world.

[Kafadzhy @X1Kafadzhy]

@0xGoldTooth how did claude code flag it, traffic anomaly on the router or a device scan? curious about the setup

[Kafadzhy @X1Kafadzhy]

@0xGoldTooth 100%. falling is free, getting up on your own is the hard part. and it's a $399 open-source kit

[envrom @envromaine]

https://t.co/YEme6OMdiQ

[Kafadzhy @X1Kafadzhy]

@gippp69 which routine still eats most of the $45 after the fix?

[Kafadzhy @X1Kafadzhy]

@soniacuts when you correct it, does it overwrite the skill or keep the old version to roll back?

[Kafadzhy @X1Kafadzhy]

@finnardley did the contact sheet step catch most of the bugs before render, or did you still redo a few?

[Kafadzhy @X1Kafadzhy]

@Khazix0918 the real weather sync is a nice touch. does each building map to one agent, or do they light up per run?

[Kafadzhy @X1Kafadzhy]

OH SH*T, HOW IS THIS POSSIBLE?

this $399 robot duck learned to kick, fall and get back up inside a simulation

then the exact same policy ran on the real robot. left is sim, right is real

it's open source. you can train your own walks at home

[Kafadzhy @X1Kafadzhy]

@RealAlexBob i hope we will see something new

[Kafadzhy @X1Kafadzhy]

I GAVE KIMI K3.1 PRO AND OPUS 5.5 THE SAME PROMPT

one prompt, one 3D lighthouse scene running in the browser

top: Kimi K3.1 Pro
bottom: Opus 5.5

Kimi went for rock detail, foam and clouds. Opus went for light, gulls and lightning

which one would you ship?

[Kafadzhy @X1Kafadzhy]

I test new models on the same prompt. follow @X1Kafadzhy so you catch the next one

[Kafadzhy @X1Kafadzhy]

I GAVE KIMI K3.1 PRO AND OPUS 5.5 THE SAME PROMPT

one prompt, one 3D lighthouse scene running in the browser

top: Kimi K3.1 Pro
bottom: Opus 5.5

Kimi went for rock detail, foam and clouds. Opus went for light, gulls and lightning

which one would you ship?