This is what we want for the Street dog scammers too... In human's world, we call it 'Responsibility' but these scammers only scam money on the name of Street dogs with zero Responsibility..

India is not for beginners!

IBM CEO Arvind Krishna think we're entering an AI bubble. Here's how he gets there: Over 100 gigawatts of AI data center capacity has been committed globally, at roughly $60 to $80 billion in semiconductor spend per gigawatt. That points to a $6 to $8 trillion buildout. For that to make economic sense with a 5 to 7 year payback at 20 to 30% margins, you'd need $1 to $2 trillion in new annual AI revenue above what exists today. He doesn't think that demand is coming on that timeline. The second problem he sees is model commoditization. The largest AI models will end up as commodities with low switching costs between them. His conclusion: the market is pricing for 6 to 12 large model companies surviving but the economics probably only support 2 or 3. Where the opportunity still exists: On the consumer side, the companies with existing distribution win. "Some will disappoint, many will thrive but not all will thrive."

AMD CEO Lisa Su just killed Nvidia’s $4,000 AI box with a $1,499 lunchbox. She walked on stage, held it in one hand, and ran a 235 billion parameter model live. No data center. No cloud. No rented GPU. The chip inside is something nobody saw coming. AMD’s Ryzen AI Max 395 is the first x86 silicon where CPU and GPU share the same 128GB of memory. That single trick lets a desktop run models that used to need a server rack. Out of those 128GB, Linux hands the GPU 110GB to play with. For context, an RTX 5090 gives you 32GB. A 4090 gives you 24. This box gives you more than three times either of them, in a chassis the size of a thick paperback. The benchmark that broke the room: this chip beat an Nvidia RTX 5080 by more than 3x on DeepSeek R1 inference. A $1,499 lunchbox outrunning a $1,000 discrete graphics card on a real AI workload. Nvidia spent a decade convincing the world you needed their hardware for serious AI. AMD just put that on a desk for half the price. Here is what nobody is telling you. A heavy AI user right now pays $200 for Claude Code Max, $200 for ChatGPT Pro, $20 for Cursor, $20 for Gemini. That is $5,280 a year leaving your account. The box pays itself off in 9 months and then runs free for the rest of its life. Install Ollama. Pull Qwen3 235B. Point Claude Code at localhost. Same interface you already use, except now nothing leaves your machine, nothing costs per request, and no company throttles your usage at 3am when you finally have time to build. This is the moment every AI subscription becomes optional. Lawyers stop fearing OpenAI leaks. Developers stop watching the token meter. Founders stop renting H100s for prototypes that never ship because the bill scared them. The first thousand people to figure this out will own the next two years of private AI consulting. Save this, and read the full breakdown article below you are watching the next shift hit before everyone else does.

The whole AI hype and narrative was dubious since beginning. Now ROI is unjustifiable, & humanin capital is strained & AI computing cost is expensive , so they are realizing about human capital too. Failing early is wise. Sharp retrospection.

Satya Nadella just introduced a concept that's going to change how every company thinks about AI. He's calling it "token capital." And once you understand it, you can't unsee it. His idea: every company now needs two types of capital. Human capital : the knowledge, judgment, and pattern recognition of your people. Token capital : the AI capability your company builds and owns. Human capital doesn't become less valuable as AI grows. It becomes more valuable. Without human direction, AI just runs in circles. The real opportunity isn't picking the best model. It's building a learning loop where your people and your AI compound together. That loop becomes your real IP. But here's the warning nobody expected from a CEO pushing AI harder than anyone. He compared what's happening now to globalization. GDP looked fine on the surface but entire economies were hollowed out by outsourcing. He's saying don't let that happen with AI where a few models capture all the value while industries get their knowledge commoditized underneath them. His line: "You can offload a task. You can offload a job. But you can never offload your learning." The companies that build the learning loop early will have an advantage that's nearly impossible to replicate. Regardless of which model is on

Soon state governments would launch new schemes to promote population growth. Politicians survival at stake!

Even Microsoft Windows was not their idea, they took it from Windows Graphical User Interface (GUI) which were originally pioneered at Xerox PARC.

Go back in history and look at the biggest tech wealth creators of the last 30 years, almost none of them invented what they make most money from. Google didn’t invent search. AltaVista and Lycos got there first in the 90s. AltaVista got bought, sold, bought again, and got shut down in 2013. Google started much later copying and became what it is today. Apple didn’t invent the smartphone. IBM did it back in 1994, over a decade before the iPhone. But Apple came in with a better experience and ended up grabbing 60-80% of the entire industry’s profits in just few years. Facebook didn’t invent social networking. Friendster and Myspace did. Myspace sold for $580M in 2005. Six years later it sold again for $35M. Meanwhile Facebook became a multi-trillion dollar company. Amazon wasn’t even close to first in e-commerce. It was Webvan and Pets. com. Both went bankrupt in the dot-com crash. Amazon took the same idea and built something people now can’t imagine living without. In every case, the inventor laid the groundwork, and someone else turned it into something people couldn’t live without today. So OpenAI, Anthropic, Google and the others have surely built something extraordinary.But maybe the more interesting bet isn’t on who builds the best model. It’s may be on who builds the thing on top of it that becomes part of our daily lives. Interesting times ahead…!

Always call them "Blind dog lovers". Even blind people can sense real problems, but these buggers do not recognize real problems which are impacting both humans and agitated stray dogs.

Why are governments wasting time , resources and money on Stray Dogs . Apply the rules applicable in USA . Open Stray Dogs for adoption by Stray Dog Lovers for 2 months and after that no dog lover come forward do as per Supreme Court Orders . We cant afford more killing of kids and elders by Stray Dogs . ABC is failed concept it requires Rs 1 lakh crore per year which Government don't have to waste on Stray Dogs.

India has everything including talent & intelligence except capital, courage to think big & take bold risks. From childhood, our parents neither taught us to dream big nor did our schools or colleges. But the new generation is finally thinking big & taking risks fearlessly.

India's Modi: Innovation is in India's DNA. For thousands of years, India has given a new direction to the world with its knowledge and innovation. From mathematics to astronomy, from medicine to yoga, India's contribution has been the basis of the progress of all humanity. Today we have given a new momentum and new direction to this legacy.

Human intelligence & consciousness developed from the five senses: sight, hearing, smell, taste, & touch with the biological interface between the brain & the physical world. They drive consciousness and the ability to handle novel situations through several integrated mechanisms

“If an AI cannot apply an abstract lesson to a new situation, it is not truly reasoning or learning”, new study with further evidence backing up what I have been saying for 25 years. cc @dwarkesh_sp

China and India are not different cultures. They are ancient civilizations, accumulated human experience, knowledge, & achievement across millennia. Civilization is real, concrete, measurable, built in stone, & institutions. Culture is abstract, it exists only in the human mind.

Which countries are the most culturally different while geographically close? I'll start:

Opinions without real insight are worthless. You underestimate the deep business domain expertise Indian IT firms have built over decades. Combine that with their AI reskilling, & you get competitive edge, not missed opportunity. Recommend reading: orfonline.org/expert-speak/f…

RT @HeyNehaRaj: छोटी बच्ची ने इस कुत्ते को दोस्त समझा पर वो तो कुछ और निकला 😢