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When Machines Take the Lead: The Case for Rules India, as the world’s largest digitally connected democracy, is moving forward at an incredible pace—but with growth comes its own set of challenges. Take the case of Sunil Bharti Mittal, Chairman of Bharti Enterprises. He recently shared a startling experience reported by The Economic Times . A scammer used AI to clone his voice and called one of his executives in Dubai, trying to authorize a large money transfer. The voice was so convincing that even Mittal himself was left stunned when he heard the recording. Stories like this show just how urgently we need laws to protect us from the darker side of AI and other digital technologies, so they can truly serve us for the better. Why the need for a legislation AI is already part of our everyday lives, often working quietly behind the scenes without us even noticing. While this powerful technology brings incredible opportunities, it also comes with risks we can’t afford to ignore. From bia...
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Can language models reason?

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  Illustration by Rajashree Rajadhyax Large language models are an impressive technology that excels at providing answers based on vast knowledge of the world. However, they often struggle with reasoning and logic-based questions. To overcome this limitation, the Chain-of-Thought (CoT) method was introduced. This technique emulates how humans solve problems by reasoning step-by-step. Just as we break down complex problems into smaller, manageable parts for analysis and logical resolution, CoT guides language models to adopt a similar approach. By mimicking this natural, structured problem-solving process, CoT enhances the models’ ability to handle logic-driven tasks with greater accuracy and reliability. This approach, however, requires more time and computational effort because it involves processing more tokens . Tokens are the building blocks of text, like words or parts of words, that the model uses to understand and generate responses. Since the Chain-of-Thought method involv...
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AI implementation myths

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  Visionary leaders recognize the importance of adopting cutting-edge technologies to enhance their business operations. This is a bold move, especially in the early stages when few businesses have embraced it. Generative AI is currently at such a juncture. Although AI has experienced several setbacks over the years, recent advancements in foundational models like large language models (LLMs) have reignited interest and investment in the field. Generative AI never fails to impress those who see it in action. At Cere Labs, my company, we have developed a Gen AI framework, and whenever I demonstrate it, the feedback is unanimously positive, with many stating it is "useful." However, despite this enthusiasm, there is hesitation when it comes to integrating this technology into business practices. Addressing certain misconceptions and concerns could help leaders more easily adopt Generative AI to enhance their operations. With my 8 years of experience assisting businesses in inco...
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Homework 2.0: The science behind homework and why it still matters in the AI age!

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  Illustration by Rajashree Rajadhyax I recently came across an article about how teachers are coming up with methods to distinguish between homework done by students and that done by AI. This effort by teachers is not without cause; a recent case in Massachusetts saw a student penalized for using AI in their history paper, highlighting the need for such measures. I found it intriguing and couldn’t help but reflect on this shifting trend.  Homework! Does that word bring back memories? The race to finish it as fast as possible so you could finally go play! Holidays would’ve been so much better without it, don’t you think? I know I felt that way, and I’m pretty sure you did too. And let’s not forget those classmates with endless excuses for not doing it. The most common one? “I wasn’t feeling well!” 🤒 Some would even throw in a few coughs just to make it believable 😏. I was that kid on the opposite end. Just before a holiday, I’d be sneaking in some homework during lunch break...
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