Dr. Vikram Singh

Articles & Insights

Writing by Dr. Vikram Singh — Head of AI at Mahindra Group — on artificial intelligence, generative and agentic AI, brain-inspired models, and AI in aviation.

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Stop Asking If AI Is a Bubble. Ask If Your Vendor Survives a 90% Price Cut.

· AI Strategy

OpenAI leaning towards a 2027 IPO is a sideshow. The real collision is between trillion-dollar valuations that assume permanent pricing power and a price war already vaporising it. One durability test cuts through the bubble debate, and it flatters India’s boring, revenue-first AI story.

Claude Sonnet 5 Ended Up 15% Costlier Than Opus at the Same List Price. Welcome to Tokenmaxxing.

· AI Strategy

The AI price war looks like a rout in the buyer’s favour. Look at the invoice, not the sticker price, and the savings evaporate. Why cost-per-completed-task is the only number that matters, and why the durable asset is the plumbing you own, not the model you rent.

Everyone Is Cutting Juniors to Buy GPUs. TCS Is Doing the Opposite, and It Is Right.

· Future of Work

The 2026 layoff wave is sold as proof that AI now does our jobs. Follow the money and it looks more like a treasury move to fund GPUs, while firms quietly starve the junior pipeline that makes seniors. Why I would take TCS’s hiring bet over Oracle’s cuts.

The AI Bill Came Due: June 2026 and the Great Pivot From Spend to ROI

· AI Strategy

In June 2026 enterprise AI pivoted from spend-at-all-costs to ROI — CFOs clamping down, agentic projects being cancelled, and labs racing to cut inference cost. What it means for leaders.

AI Washing: Why 2026’s White-Collar Layoffs Get Blamed on a Robot That Can’t Yet Do the Job

· Future of Work

CEOs say AI will erase half of white-collar jobs; the data says it has barely moved productivity. That gap has a name — “AI washing” — and here’s what’s really automating your work.

Big Tech’s June 2026 AI Blitz: The Contest Has Moved Beyond the Model

· AI Strategy

Anthropic filed to IPO, Nvidia put a one-petaflop AI chip in the PC, and Microsoft, Google and ServiceNow made the agent runtime the product — what big tech’s June 2026 moves mean for enterprise leaders.

The Real AI Story of May 2026 Wasn’t a Model Release. It Was the Services Layer.

· AI Strategy

Why the month’s frontier models matter less than the professional-services firms wiring agents into delivery — and what that means for India.

The Four Forces Reshaping Enterprise AI: Cheap Models, Real Agents, Hard Rules, Scarce Power

· AI Strategy

After four weeks of launches, the ground has shifted: agents in production, near-free inference, hardening governance, and power as the real constraint.

From ChatGPT to Brain-Inspired AI: Why the Hierarchical Reasoning Model (HRM) Matters

· Artificial Intelligence

Why brain-inspired AI — the Hierarchical Reasoning Model — could signal a paradigm shift beyond today’s large language models.

Surviving the PhD Odyssey in AI: A Tale of Innovation, Rejection, Resilience, and Well-being

· Academia & Well-being

Navigating the PhD odyssey in AI: from innovation and rejection to resilience, community, and mental-health breakthroughs.

Sky-High Innovation: The AI Revolution Taking the Aviation Sector to New Heights

· Aviation Technology

How AI is reshaping aviation — from predictive maintenance and dynamic routing to autonomous drones and personalized customer service.

Soar High in Your Data Science Interview (Aviation): A Comprehensive Guide

· Aviation Careers

An insider guide to acing the data scientist interview in aviation.