Deba G

Your model is only as good as the data behind it. KGeN verifies the humans behind that data, so you can trust your training datasets stay clean, real, and high-signal.

🚨 Hiring in Bangalore: Founder’s Office at Canvass. Canvass is a tiny, crazy‑ambitious consumer intelligence startup backed by Rainmatter + top fintech angels. Apply if you write clearly, crave ownership, hate chaos but love fixing it, and care about what Indian consumers actually want. Link below

At some point I am going to write a paper on how words have lost their meaning. How politicians have butchered Language. How their dishonesty has robbed communication of all truth. Today as Raghav Chaddha joins the BJP, a party he once called "gundo ki party", he has not only lost any credibility he ever had, but also any goodwill any of us felt towards him. What a waste of an education, a confident voice that could have done so much for the nation, a young politician who has time to change things. What a waste.

A lawyer submitted a brief with 63 citations to the Nebraska Supreme Court. The court read them carefully. The lawyer clearly didn't. This is what happens when AI gets it confidently wrong. And it's happening more than you think. 🧵

One voice can no longer hide behind many names. Introducing our proprietary Voice Fingerprinting Engine. The most damaging fraud pattern in audio data collection: one person, five email addresses, five supposedly different files. To most systems, that looks like five unique speakers. Our engine converts every verified human's audio into a mathematical representation of their unique vocal characteristics. That fingerprint is then compared against every other verified human in the dataset. Above 0.80 cosine similarity: Flagged and removed. Between 0.65 and 0.80: Sent to human review. <0.65: Likely different speakers. Thanks to this, 6.1% of submissions were caught and removed in our last major project. Before annotation. Before quality metrics. Before they became a problem. Every human voice is now a fingerprint. No disguise will be good enough to fool the math. Want to know more? DM us!

Look guys, it's actually really straightforward, a bunch of people staked their ETH on the Ethereum blockchain to earn yield, except they didn't want their capital to be locked up, so they actually staked with a liquid staking protocol called Lido who provided them a liquid staking receipt token called stETH, except they decided to juice their yield further by depositing their stETH receipt tokens into a restaking protocol called Eigenlayer, except they didn't want to lock up their capital, so they actually restaked with a liquid restaking protocol called KelpDAO who provided them with a liquid restaking receipt token called rsETH, except they decided to juice their yield further by depositing their rsETH tokens into a lending protocol called Aave so that they could open a leveraged looping position that borrows ETH against the rsETH collateral and restakes the ETH into rsETH which is then deposited as collateral, except it turns out rsETH used a cross-chain bridge called LayerZero that was hacked by north koreans causing rsETH to become undercollateralized and now these looping positions are stuck and unprofitable, and everyone is pointing fingers at each other, and also DeFi is a very serious industry

another reason we don’t fly to North America

i told my mom i make money online she told her friends i work in tech her friends told their kids i work at google their kids asking me for a referral how i make money:

MIT students got bored on a Saturday night and turned an entire building into a playable game of Tetris, rigging every window with LEDs at midnight. These kids are going to run the world and we should let them.

Xin Chào Hanoi 🇻🇳 Our community didn’t just show up, they took over!

Anantha passed away this morning, around 3 am on 18 April. He went away peacefully. An end that he had prepared himself and all of us for. Leading the kind of life he did and facing death the way he did should be an aspiration for all of us. Ananthapadmanabhan Guruswamy would be remembered for many of his accomplishments and contributions: CEO of Amnesty International in India, the International Programme Director at Greenpeace, CEO of Azim Premji Philanthropic Initiatives (APPI) and the founder of Socrates. An alumnus of IIT Madras and a former teacher at The School – Krishnamurti Foundation India, he would be remembered as one of the most gifted and amazing minds that could think across fields and come up with out of box solutions. Colleagues in Bharat Jodo Abhiyaan would remember him as an unending source of ideas and energy for our work. We met through his partner Kavita Kuruganti. Over the last five years, I had the honour of calling him my friend — actually, my guide and life coach. The beautiful way he embraced cancer and prepared for death has been a life lesson for me. His body would be kept at home (#606, Petunia Block, Sankalp Central Park, Yadavagiri, Mysuru) till 3pm today before being taken for cremation. Cremation will be done at 4pm in Gokulam. Alvida Ananth, as you begin your ananta journey. Till we join!

@wellness_24X7 Failure to deliver essential medicines after accepting order on app.

We're building in 14 countries. Here's why the geography matters. India, Brazil, Nigeria, Indonesia, Vietnam, Philippines, Egypt, Saudi Arabia, UAE, Peru, Argentina, South Korea, Nepal, Sri Lanka. For physical AI and audio models, we know the hardest problem is data. Specifically: legally usable, linguistically diverse, environmentally representative data at scale. You can't scrape it. You can't crowdsource casually. Consent frameworks differ by jurisdiction: > EU AI Act: audio and biometric data, high-risk category. > Brazil LGPD: rigorous by global standards. > India DPDP: evolving fast, diversity unmatched. > Gulf and SEA: lighter but moving quickly. Sub-Saharan Africa and LATAM: most underrepresented data on earth. Every geography has a different answer to: can we use this for training, here, and defend it? We're building a data infrastructure that answers yes, jurisdiction by jurisdiction. Take consent for example. We record it by voice, in the person's own language, before any audio is collected. Because a voice consent is harder to tamper with than any paper trail. This is just one instance. Every market has its own version of this. Models trained on data collected this way don't just pass a legal audit but they actually perform in the geography they're meant to serve. Want to talk to us? DMs open.

the robots we were promised vs the robots we got 😭

🟩 三月简要回顾： 26亿个属性 → 身份图越来越难伪造 8580万美元年度经常性收入 → 非唯利是图的需求 61.9M 网络强度 → 化合物分布 你对 $KGEN 的信心还不够强。🔥 🚀

That's a wrap on today's takeover, everyone! Thanks for tuning in and sending some really fun and interesting questions. I had a great time answering them. It's always lovely to chat with folks that understand my work and are curious about it. Before I go… a quick update on something groundbreaking my team and I are working on. We ran the first benchmark evaluating commercial ASR APIs on naturalistic, dual-speaker conversations. Fourteen models. Seven languages. All real conversations. The results? The “supposed leader” in Indic ASR didn't come out on top. We’ll be dropping the benchmark very soon. Watch this space!

Hey humyns! I am @MaiDiab_ , Head of Data at @HumynLabs, and I'm taking over the account today. A bit about me: > PhD in Computer Vision > Originally from Egypt, I currently live in the UK > My obsession with data started when I was building a 40k image dataset from scratch, annotating it rule by rule, becoming my own QC > I bring that same obsession to our work here at Humyn Labs Currently, I am working on building multimodal data across audio, video and language spanning 20+ countries for use cases ranging from voice LLM, Physical AI to Simulation Data. Through the day I'll be sharing what we're building here at Humyn Labs, breaking down some research and answering your questions. Ask me anything over the next few hours and I'll answer them for you! 👇 Super excited. Let's do this.

@humynlabs @MaiDiab_ It will be uncomfortably real

Today, we're handing over the keys to our X account. @MaiDiab_ , our Head of Data, is taking over. PhD in Computer Vision. Obsessed with training data across audio, video, and language spanning 20+ countries. Very few people know this space better. She'll be breaking down research, sharing what we're building and answering your questions live. See you at 11:30 am GMT. Set your reminders. 🔔