Deba G

Building the brand @kgen_io and @humynlabs

[The Rebel @TheRebel_IN]

My blood is BOILING 🤬

This is what Modi's "Beti Bachao" did to Ankita Bhandari's parents 💔

A mother, face buried in her husband's chest.
Sobbing so hard she can barely breathe.
A father patting her back, trying to stay strong.

Her words break you:
"Mar jaungi main..."
"Maar diya na..." 😢

And behind them? Not doctors, not ministers.
Khaki uniforms, standing guard 🚔
As if this broken mother is the criminal.

Hours ago she sat at Rajghat asking for justice.
Then she was put in a police van and passed out inside it.
Now she sits in a hospital, crying for her daughter all over again.

Even through the tears she says:
"Hum apne Uttarakhand bhi jayenge..."
She is still not giving up. That is a mother 🔥

Meanwhile the BJP stays SILENT on the VIP's name 🤐
Dhami is silent, Shah's police are on duty,
and Modi hasn't said a single word.

Ask yourself what your parents would go through
if this happened to your sister.
If this doesn't shake you, nothing will 👊

Inki beti chheen li, ab inka sukoon bhi chheen liya, BJP waalon, upar wala sab dekh raha hai 🗿🔥

[From the Hills of Nagaland. @Nagaland_India]

Northeast Didi Vs Mainland Didi on Siang Upper Multipurpose Project protests in Arunachal Pradesh,India.

[Neha Patel @Neha_S_Patel]

The 3rd most hated woman in India.

[Humyn Labs @humynlabs]

Yesterday we hosted our first closed-door research session in Bengaluru.

30+ researchers from ARTPARK (IISc), Samsung R&D, TCS Research, Siemens, Lossfunk and robotics startups joined us for the evening.

One question: Why does egocentric hand tracking break in the wild?

We started from HaWoR (CVPR 2025), looked at real failure cases from our data, and worked through open questions together. Lots of discussion, with real takeaways.

We're writing up what the room agreed on into a report, and will share it soon.

The idea is simple: get the right people in one room, sharing what's working and what isn't.

More sessions, more cities, more events coming.

Thanks to everyone who came, and to Dr. Sandeep for leading the room :))

@manishdiesel @ishank20 @aachmannnn @omjambhale3

[Mohammed Zubair @zoo_bear]

The dance of democracy in Andhra Pradesh!
A woman’s nomination papers were snatched from her hands as AP police officers stood by, watching without intervening.

[Humyn Labs @humynlabs]

This Saturday, our head researcher Dr. Sandeep Reddy Sabbella is leading a closed-door session at our Bangalore office on why egocentric hand tracking breaks.

He's seen this problem from both ends.

During his PhD at Sapienza, field data was extremely difficult to collect with environmental changes and agricultural crop cycles. Hence they built VR simulation to replicate the data that was collected for conducting experiments.

At Humyn Labs, he works with first-person footage of hands cooking, folding and fixing things. Hands leave the frame, wrap around objects, and the camera never sits still.

He'll share how we're tackling it. Then India's top researchers in hand pose, egocentric vision and robot learning take it from there.

Sat, 24th Oct. Indiranagar. Last 5 spots remaining. Grab yours below 👇

[Humyn Labs @humynlabs]

Physical AI won't work in a lab. It'll work in the real world.

So we build its training data from real people in 20+ countries, home to 39% of the world's population.

Hiring engineers and researchers to scale it to petabytes of vision, speech, touch and motion data.

Roles ↓

[Deba G @onear]

@humynlabs Lol

[Humyn Labs @humynlabs]

The most dedicated employee arrived first at our new HQ.

Watch to know.

[Bhoomi Arora @Bhoomiarora_]

hosting our first research session w @humynlabs this saturday!

the core question: why does egocentric hand tracking break in the wild?

you build your own take, argue it out in a small group with real failure cases, and debate the thesis.

it's led by their head researcher, dr. sandeep, who will also share their approach, and by the end we figure where the gaps are.

for researchers in hand pose, egocentric vision and robot learning.

30 seats 👉 https://t.co/NoK1Ea2JdT

sat, 24th oct. indiranagar.

[The Rebel @TheRebel_IN]

This is what REAL courage looks like 🔥
(Must Watch Video)

A young researcher at a protest. A reporter's mic in her face. Her placard carries the poem "Unka Dar" by Gorakh Pandey.

Reporter :
> "You were posting reels at midnight calling us friends. Aren't we friends now?"

Her reply :
> "No. We aren't friends now."

Then she let it out 👇

> "When migrant workers were walking home on foot during COVID, you couldn't arrange buses. And now you are teaching us how administration works?"
> "We are researchers. We know how this government has ruined the economy."
> "When workers protest in Noida and Manesar, nobody turns up. The minimum wage hasn't gone up."
> "What is the condition of the press today?"

She didn't stop 👇
> "Ravish Kumar is still doing his work. He isn't on NDTV now because Adani is there."
> "Have Ambani and Adani left any TV channel, any port, any airport, any power plant?"
> "We don't want money to attend protests. We want a dignified job."

Think about it for a second.

No slogans. No party flag. Just a researcher with a placard, asking the questions the media should have asked.

Not one answer was given. The reporters kept asking about "friendship".

The most dangerous thing for this government is not the Opposition. It is an ordinary citizen who stands up for someone else's rights.

The poem on her placard says it best: they are afraid of someone who isn't afraid.

COOKED. ABSOLUTELY COOKED 🗿🔥

[Humyn Labs @humynlabs]

We’re hosting a closed-door research session in Bengaluru this Saturday, with researchers from India’s top labs working on hand pose, egocentric vision and robot learning.

The core question: Why does egocentric hand tracking break in the wild?

Over the evening, we’ll:
- Map where hand tracking fails using real cases
- Check whether today’s benchmarks measure what robots actually need
- Share how we’re approaching it, and learn together

The session will be moderated and led by our Lead Researcher Sandeep Reddy Sabbella, PhD.

What the room figures out shapes our next round of egocentric data.

Sat, 24th Oct. Indiranagar.
Limited to 30 researchers.
Apply below 👇

[Humyn Labs @humynlabs]

New HQ. Who dis?

[Pragnya Gupta @GuptaPragnya]

State surveillance meets citizen software. They removed the name plates. He built the recognition.

This Gen Z innovator just did what the system refuses to: made accountability possible.
While Delhi Police deploys facial recognition on protesters (and produces lists full of people who were literally in jail), and officers quietly drop their name plates to stay anonymous during crackdowns, a young developer built an open-source FRT tool that works the other way — identifying officers filmed brutalizing protesters, especially women.

No name plate? No problem. The tool estimates matches from open data and public footage. Misconduct is not “fair,” and hiding behind a uniform doesn’t erase what cameras already captured.

This is citizen technology flipping the surveillance script. When the state uses AI to watch the people, the people can use AI to watch back.

Open-source means anyone can build on it, audit it, and improve it — no permission required.

Respect to this kid.
So proud of him.
Accountability doesn’t need a badge. It needs tools and the will to use them.
#PoliceAccountability #GenZ #FacialRecognition #DelhiPolice #RightToProtest #OpenSource

[Rajdeep Sardesai @sardesairajdeep]

INTERESTING: “If every citizen becomes a journalist, it will create problems for all,” says CJI Surya Kant.
With a mobile phone, every citizen can now document events and hold power to account. Not everyone is a professional journalist, but every citizen has a right to free expression.
Your Lordships, stand by the CONSTITUTION, not STATE POWER!🙏

[Humyn Labs @humynlabs]

Every VLA training example links 3 things:

👁 What the robot saw
💬 The instruction it got
🦾 The action it took

Drop one and it’s not VLA data.

Instruction diversity is the gap most datasets leave open. Here’s how to close it. https://t.co/1U5GEVuCfx

[Science girl @sciencegirl]

Kame is a compact, open-source, 3D-printable quadruped robot that mimics animal-like movement.

[Cockroach Janta Party - CJP @Cockroachisback]

Bail For Goons. Jail For Youth.

[Rahul Saini @JtrahulSaini]

शर्मनाक: कक्षा 3 की छात्रा के साथ शिक्षक ने की बर्बरता..पिटाई की गालियां दी इसके बाल उखाड़े..!

पीड़ित छात्रा का आरोप सुनिए -

यूपी के जिला भदोही में एक निजी स्कूल की कक्षा 3 की छात्रा अनोखी ने शिक्षक मनोज पर अभद्रता करने पिटाई करने और बाल उखाड़ने का गंभीर आरोप लगाया है..!

आरोप है कि शिक्षक आए दिन बच्चों के साथ अभद्रता करता है पिटाई करता है..!
स्कूल प्रबंधन कोई सुनवाई नहीं करता..!

ऐसे नालायक बदतमीज़ शिक्षकों पर क्या कार्यवाही होनी चाहिए.?

[ravish kumar @ravish_journo]

कमाल का तर्क है। जोक ही है।