General
Anything that is hard to classify you can find reading for those here
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Roadmap To Bridge India’s AI Innovation Gap

India produces a staggering 1.5 million engineering graduates annually and has a thriving tech ecosystem. Yet, we haven’t been able to create a homegrown ChatGPT or DeepSeek. What’s holding us back is a lack of innovation and breakthroughs, which dampen our chances of leading the AI race. Here’s what we must do to gain ground… Continue reading
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How To Upskill India’s Blue-Collar Workforce

We talked in our earlier post about the blue collar paradox. Today I did like to share some thoughts on how to go about looking at this problem space and possible approaches to upskill. Upskilling India’s blue collar workers presents a challenge as well as an opportunity. We explored the reason behind the lag in… Continue reading
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India’s Blue-Collar Paradox

India faces a significant challenge in addressing the skills gap among its 450 million blue-collar workers, with a projected shortfall of 150 million skilled workers by 2023. The lack of formal training and socio-economic barriers exacerbate the issues, resulting in high attrition rates and unskilled labor. Solutions are necessary to bridge this gap. Continue reading
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Do We Need An AI-Generated Minister To Fight Corruption?

The appointment of Diella, the world’s first AI-generated minister in Albania, aims to promote transparency and reduce corruption in public spending ahead of EU accession. While AI can enhance efficiency, ethical concerns remain regarding bias and data accuracy. Effective oversight and citizen involvement are essential for AI’s success in governance. Continue reading
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The Sector That’s Most At Risk From Cyberattacks In India

In April, Rajasthan’s Education Department website was compromised by a cyberattack, illustrating growing vulnerabilities in India’s digital learning sector. Despite rapid growth projected at Rs 41,500 crore by FY28, educational institutions face an average of 7,095 weekly cyberattacks, threatening sensitive student data and academic integrity. Implementing robust cybersecurity measures is essential for safeguarding education. Continue reading
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Artificial Intelligence, H1B Visa & The Test Of Accountability

I have been thinking about the brouhaha over the H-1B visa and believe a deeper look at Indian IT is in order. The sector’s under fire on two fronts: →Due to the hike in H1B visa fees to $100,000.→From the disruption by artificial intelligence. Indians make up 70% of H1B visa recipients, with China trailing… Continue reading
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Foster AI innovation and research in India

India needs to implement significant systemic changes in education, funding, and research methodologies to enhance AI innovation. Key issues include low investment in R&D, talent retention challenges, the need for IT innovation, educational reforms, and increased GPU capacity. Addressing the “Jugaad” mentality and fostering private sector involvement are also essential. Continue reading
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A year in reflection @ 2024

In 2024, I focused on personal growth through running, family time, and professional stimulus. Key lessons include the importance of active listening, empowering routines, and iteration for problem-solving. The year saw significant achievements in fitness, especially in marathons, and extensive exploration of generative AI tools aimed at enhancing productivity and development. Continue reading
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15 years @ Reliving SPJIMR…

Fifteen years after we graduated, from the PGPM programme of SPJIMR, the reunion ignited cherished memories of our MBA days. The tranquil green campus, a peaceful haven amidst Mumbai’s bustling chaos, brought a wave of nostalgia as we reflected on the time spent learning, growing, and building lifelong friendships. The serene atmosphere of the campus,… Continue reading
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My Session with students @ ITM

In a recent engagement with computer science students, I discussed overcoming obstacles, leadership principles, research techniques, and effective communication. Emphasizing the impact of skills and continuous learning on success, I shared practical insights and personal anecdotes to help students develop their professional outlook. Continue reading
About Me

Over 24 years of experience developing software to support multi-million dollar revenue scale and leading global engineering teams. Hands-on leadership in building and mentoring software engineering teams. I love History as a subject and also run regularly long distances to keep myself functional.