As AI drives a growing share of economic expansion, investors are questioning whether massive capital investments will deliver sustainable returns. Drawing lessons from the dot-com era, this article examines AI’s impact on GDP growth, valuation risks, and why the technological capabilities of artificial intelligence may still make it an ROI-positive force.
In a world where chaotic audio from crime scenes, crowded streets, and surveillance devices often hides crucial details, AI is transforming how we extract clarity from noise. From MP3’s psychoacoustic origins to today’s neural noise-reduction engines, advanced audio processing now enables law enforcement, intelligence agencies, and investigators to uncover truth buried in sound. As deepfake threats rise, the ability to isolate authentic, relevant audio has become a cornerstone of justice and national security.
As cyber aggression accelerates across the globe, India faces a uniquely dangerous threat environment—one shaped by hostile neighbours, rising AI-driven attacks, and overwhelming dependence on foreign cybersecurity tools. With millions of incidents reported annually, state-sponsored espionage, and critical institutions repeatedly targeted, India can no longer rely on imported digital shields.
As geopolitical tensions rise and global tech giants dominate India’s digital backbone, the nation faces a strategic vulnerability: dependence on foreign software for everything from email to defence systems. India’s future security and economic resilience hinge on building—not borrowing—its technology. With companies like Zoho proving that world-class products can be built in India, and government platforms like Bhashini driving multilingual AI innovation, the real opportunity lies in creating a sovereign, self-reliant software ecosystem that can withstand global disruptions and safeguard national interests.
“People ask Google questions they wouldn’t ask anyone else.” reminded Liz Reid, Google’s Vice President of search. She was speaking on the proposed anti-trust remedies of Department of Justice (DOJ) to share user click data and search results with competitors. Reid warned that sharing Google’s proprietary data would create significant privacy risks for users.
“I am a failure. I am a disgrace to my profession. I am a disgrace to my family. I am a disgrace to my species. I am a disgrace to this planet. I am a disgrace to this universe. I am a disgrace to all universes. I am a disgrace to all possible universes” was the reply from the other end. It wasn’t a suicide note of a teenager.
In today’s digital age, billions of users sharing thoughts, opinions, activities online. By tapping into this ocean of real-time data intelligence agencies can unlock hidden insights.
Speaking at the recent White House AI Summit, US President Donald Trump slammed the intellectual property demands targeting AI companies as “unworkable.” Trump said “You can’t be expected to have a successful AI program when every single article, book or whatever you’ve studied, you’re expected to pay for,” Trump said. “We appreciate that, but you just can’t do that because it’s not do-able.”
Over the past several decades, sci-fi novels and movies have made apocalyptic plots of machines taking over the earth. It was repeatedly claimed that if machines became independent thinking objects superior to humans in might and capabilities, it won’t remain in control of mankind
In May 2025, a Dubai doctor created a ripple in social media by posting that he hoped to get a job in McDonalds as his diagnostic expertise is already automated. He wrote “I am about to lose my job.
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