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Saturday, November 8, 2025

India’s AI Moment: Foundational Models, Human Intelligence, and the Future of Work

 

The rapid proliferation of artificial intelligence has turned what were once speculative questions into urgent, everyday conversations. In boardrooms, classrooms, and chai stalls alike, we now ask: Has India missed the foundational model bus? Has AI surpassed human intelligence? And what happens to jobs as machines become smarter than us at most cognitive tasks?

These are not idle musings. They are existential questions for a country of 1.5 billion people, standing at the cusp of a technological revolution. And few voices articulate this moment with as much clarity and conviction as Vishal Sikka, former CEO of Infosys, veteran of SAP and Oracle, and now founder of Vianai Systems. His recent podcast conversation offers a treasure trove of insights, and I’d like to unpack and reflect on them here, in the spirit of strategic curiosity and national urgency.


Has AI Surpassed Human Intelligence?

Let’s start with the provocative question: Has AI become smarter than us?

Sikka’s answer is refreshingly grounded. He reminds us that today's large language models (LLMs) are essentially “lookup machines”, brilliant at pattern recognition, but devoid of true understanding. They can generate answers, yes, but they don’t know anything. They lack grounding in the physical world, in causality, in embodied experience. They are not sentient, and they are not superintelligent.

What they are, however, is astonishingly efficient. Consider this: our brain runs on about 20 watts of energy. Training GPT-5, by contrast, consumes energy orders of magnitude higher. somewhere between 10¹² to 10¹⁸ times more. That’s a trillion-fold gap in efficiency. And yet, despite this brute-force power, AI still stumbles on basic reasoning, context, and nuance.

So no, AI hasn’t surpassed human intelligence. But it has become a powerful tool, like a calculator, then Excel, then Google, and now this. The question isn’t whether it’s divine. The question is: What can we build with it?

Has India Lost the Foundational Model Story?

This is where the conversation gets interesting and controversial/.

Sikka is unequivocal: India must build its own foundational models. Not just because we can, but because we must. To be a passive consumer of AI built elsewhere is to surrender our agency in shaping the future. And India, he argues, is large enough, deep enough, and important enough to do it all. build the models, build the applications, and build the services.

We have unique advantages:

  • India Stack: A digital infrastructure unmatched globally, offering rich, structured data.
  • Linguistic diversity: Hundreds of languages and dialects, ripe for training multilingual models.
  • Cultural archives: Manuscripts, documents, and oral traditions that no other country possesses.

And yet, the expertise to build frontier models is shockingly concentrated. According to Sebastian Thrun, only about 3,000 people globally can build such models, and 80% of them are in San Francisco and London. This is not just a talent gap. It’s a geopolitical vulnerability.

India must democratize this capability. Stanford teaches a course on building foundational models. Why shouldn’t IITs, IIITs, and NITs do the same? Why shouldn’t we have open-source frameworks, indigenous datasets, and public-private partnerships to accelerate this journey?

 

The Future of Jobs: Catastrophe or Opportunity?

This is perhaps the most emotionally charged part of the conversation. Sikka doesn’t mince words: Mass unemployment is a real and imminent risk. And paradoxically, it’s the educated class, those trained for certificate-based jobs like database administration or network maintenance, that are most vulnerable.

But here’s the twist: AI could empower artisans more than engineers.

Imagine a village woodworker using AI to design, market, and sell his craft globally. Imagine a weaver translating her product descriptions into 20 languages. Imagine a painter understanding global trends and adapting her style. These are not fantasies. These are real, empowering use cases.

The challenge, then, is not just technological. It’s societal. We must shift from training people to “make a living” to training them to “make a life.” That means teaching them how to use AI to augment their creativity, productivity, and agency, not just to pass certification exams.

And yes, while many jobs will become irrelevant, many new ones will emerge. Transitioning legacy systems and  reimagining business processes for AI enablement of existing enterprises,  managing AI ethics, curating datasets, fine-tuning models, these are all new frontiers. Services companies will play a pivotal role in this transformation, but they must evolve from body-shopping to capability-building.

 

What Should India Do Next?

Let me offer a strategic synthesis, drawing from Sikka’s wisdom and some of my reflections:

  1. Invest in foundational models: Not just one, but many. Across languages, domains, and modalities.
  2. Democratize AI education: From elite labs to vocational centers. Teach people how to build on and around it.
  3. Empower the informal sector: Use AI to elevate artisans, farmers, and micro-entrepreneurs.
  4. Reimagine job training: Move from certificate-based skills to capability-based learning.
  5. Build public infrastructure for AI: Open datasets, ethical frameworks, and compute access must be national priorities.

 

Final Thought: The Building Is Not Smarter Than Us

Sikka ends with a beautiful metaphor: the building we’re sitting in is more powerful than us. But we don’t worship it. We use it. We live in it. We shape it.

AI is the same. It’s not God. It’s not superintelligence. It’s a tool. And like all tools, its value lies in what we do with it.

India’s AI moment is here. Let’s not squander it. Let’s build, with clarity, courage, and conviction.

“The true measure of intelligence is not in what we can automate, but in what we choose to preserve.” Anonymous

“AI hasn’t taken over the world yet—but it has taken over my browser tabs, my inbox, and my sleep.”Anonymous

 

Sources:
PM Modi and Vishal Sikka Chat About India's Bright AI Future
Vishal Sikka’s Advice for India on Foundational Models
A Visionary Meeting: Vishal Sikka & PM Modi Discuss AI's Future