AumChip | Deterministic Compute Core One verified Matmul Agnostic integer Kernel tht Error-Corrects Quantum systems & runs exact AI Compute across any Hardware.
india
Joined June 2021
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India is Giving Tax Holiday for AI infrastructure up to 2047, while the world is preparing to spend enormous amounts of power repeating, verifying and recomputing probabilistic workloads. Almost nobody is asking the harder question: why must compute itself remain non-deterministic? At AUMChip, coming from both quantum and AI, we built & verified deterministic compute because we believe drug discovery, education & critical science need reproducible computation—not endless repetition.
Consensus estimate is that ~15GW of AI compute produced in 2027 cannot be turned on in 2027.
This is harder than just finding power, as you also need to build out all the transformers, wiring, liquid-cooling, (massive) chillers & complex networking. grok.com/share/bGVnYWN5_4f06…
AumChip retweeted
🚨china ai is f**king dangerous
a teacher scribbles y = x² − 3 by hand. the board turns it into a live graph instantly.
she draws a rough box. it snaps into a perfect rotatable 3D cube, with the angles and surface area labeled on their own.
one swipe across the cube: intersecting planes and cross-sections, calculated in real time. no projector, no laptop, no clicking through slides.
while the West argues about whether to allow iPads in class, China is building physics engines into the chalkboard.
this is the education gap nobody's tracking.
then read my guide on the models behind this shift, GPT-6 Astra vs Kimi K3, below ↓
49 years of Bappa at home… and next year, we celebrate 50 years of faith, tradition, family, and blessings in Mumbai. गणपती बाप्पा मोरया! 🙏❤️”
"
#ganpati #happyganeshchaturthi
AumChip retweeted
One of them has been walking for 94 years. The other one for three weeks. Guess who's copying who. 🥹
AumChip retweeted
किसी ने सच कहा है
“मंजिल उन्हीं को मिलती है, जिनके सपनों में जान होती है, पंखों से कुछ नहीं होता, हौसलों से उड़ान होती है।”
🤖 Made with AI
Readers added context they thought people might want to know
इस पोस्ट से जुड़ा वीडियो AI-जनित है, जिसमें जिमनास्ट के शरीर में विकृत या गायब अंग जैसी त्रुटियां दिख रही हैं जो वास्तविक क्लिप में नहीं होतीं।
arstechnica.com/information-te…
petapixel.com/2024/07/10/hil…
x.com/YPToprani/stat…
AumChip retweeted
Once upon a time, young kids used to play at home.
Today , parents so busy working in order to make ends meet that they have to send their kids to expensive, branded play schools so they can learn how to play.
AumChip retweeted
🚨BREAKING NEWS
PUTIN SPEAKING:
India is our country too.
Anyone who is an enemy of India will also be our enemy.
Russia will always stand with India.
Follow for more @PutinVladimirv0
AumChip retweeted
Recently watched this clip on India's medical tourism boom, and it got me thinking about what's still missing.
So I did some quick online research.
Our cost advantage over the West is enormous, on almost every procedure. Yet we rank only 10th globally. Behind Thailand, Turkey, Malaysia & Singapore.
Because this business isn't won on price alone. It's won on trust. And trust is built in small moments: the airport, the taxi, the ward, the food, the speed of service, the warmth of the welcome & the goodbye.
One bad link & the price advantage stops mattering.
Hotels worked this out long ago. They map the whole journey & find the 'moments of truth' that make or break confidence.
And to help manage those moments, in medical tourism we will have to create a concierge layer that turns a hospital visit into a seamless journey, from arrival to departure.
As for expanding locations, Goa & Vizag have the flights & the hospitality infrastructure. Bring in the hospitals & specialists & they could be next.
The emerging super-cities like Amravati & GIFT City should plan for health districts now. But frankly, doctors don't follow master plans, they follow medical colleges. That takes 15 years, not 5.
India's medical tourism market is set to nearly double by 2030. I think that is inevitable. This is going to be a significant growth opportunity for our economy.
However, I believe the real question is simpler: do we just want to be the world's cheapest, or the place people trust to deliver an overall seamless experience?
That's going to be hard work to accomplish.
It's going to be absolutely essential to do that work, because what we're actually selling is not only procedures, but peace of mind while fixing the body.
AI should not just answer. It should verify. We are entering a world where AI is being deployed into pharma, drug discovery, healthcare, finance, defense, aerospace, insurance, manufacturing, energy, semiconductors, government and critical infrastructure.
In these industries, “sounds right” is not good enough.
Ask yourself:
How do you test an AI system before trusting it?
How do you know when it is wrong?
Does it challenge an incorrect assumption—or simply follow the question you gave it?
How much compute is being consumed to produce an answer that still needs to be independently verified?
How much time, energy, GPU/QPU capacity and infrastructure are being spent without solving the real problem?
This becomes critical when the tolerance for error approaches zero.
💊 Pharma & Drug Safety — incorrect information can impact research, compliance and patient safety.
🏦 Finance — decisions require traceability, consistency and risk controls.
🛡️ Defense & Aerospace — verification and reliability are mission-critical.
🏥 Healthcare — accuracy can directly affect people.
⚡ Energy & Infrastructure — reliability and efficiency matter at scale.
🏭 Manufacturing — bad decisions can become physical defects, downtime and waste.
💻 Enterprise AI — more GPUs do not automatically mean better intelligence.
So the question shouldn't only be:
“How powerful is your AI?”
It should be:
“How much can you trust the answer—and how efficiently did you get there?”
This is the thinking behind AumChip, powered by .aum.
The vision is simple:
ASK → TEST → VERIFY → ANSWER
Not endless compute for the sake of compute.
Not blindly accepting an answer.
Not wasting time and energy repeatedly solving the wrong problem.
Verify what matters. Use compute where it creates value.
Because the future of AI cannot be measured only in parameters, GPUs, QPUs or FLOPS.
It must also be measured in:
TRUST × VERIFICATION × EFFICIENCY × REAL-WORLD IMPACT
Aum brings a different question to the AI industry:
What if intelligence could be more trustworthy without requiring endless waste?
AumChip. Powered by .aum.
ZERO WASTE. VERIFIED INTELLIGENCE.
If you are working in pharma, healthcare, finance, defense, aerospace, manufacturing, semiconductors, energy, government, or AI infrastructure, we'd like to hear how you currently test and verify AI before putting it into production.
Let's build AI that doesn't just answer.
Let's build AI that earns trust.
#AI #ArtificialIntelligence #EnterpriseAI #AIInfrastructure #AIChips #Semiconductors #AumChip #Aum #Pharma #DrugDiscovery #DrugSafety #Pharmacovigilance #HealthcareAI #HealthTech #FinTech #Finance #Banking #DefenseTech #Aerospace #Manufacturing #IndustrialAI #EnergyTech #Cybersecurity #GovernmentTech #DeepTech #EdgeAI #DataCenters #GPU #QPU #AICompute #AIHardware #ResponsibleAI #TrustworthyAI #AIValidation #AIQuality #AICompliance #DigitalTransformation #Sustainability #GreenAI #EnergyEfficiency #Innovation
AumChip retweeted
Are you a medical student who is upset that they didn't get into AIIMS, as a result of which they are not very happy with the quality of education they are getting in their medical college?
Here's a free solution for you at medical.eklavya.io
AumChip retweeted
India can fix 50% of it's problems if the government implements just three laws:
1. Only direct taxpayers should have the right to vote.
2. The children of MLAs, MPs and IAS/IPS officers must study only in government schools.
3. And their families must receive treatment only in government hospitals.
When lawmakers use the same system as citizens reform becomes unavoidable.