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From Vibe Coding to Building Real Infrastructure with AI Agents
Vibe coding was hard to ignore in 2025. The idea was simple and seductive. You describe intent, and autonomous coding agents translate that intent into working software. No setup overhead, no boilerplate, no ceremony. Just momentum. Watching people spin up applications by talking to an AI felt less like a productivity improvement and more like…
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AI in the Enterprise: The real battle is for ‘Context’, not just ‘Intelligence’
The AI landscape is evolving at an unprecedented pace. New foundational models are emerging, techniques to improve the intelligence are coming to life (context length improvements, chain of thought etc), AI-powered products are being launched, and the innovation in this space is staggering. However, as with previous technology waves, predicting winners is nearly impossible. Many…
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The Closed Loop Framework™: Why workflows and product features fail when the loop is not complete
Speed of execution is the defining trait of high-performing teams. Whether in operations or product development, fast iteration is key. But one hidden pitfall often derails great ideas—the failure to complete the loop. From internal processes to product features, if a system relies on manual intervention, it will inevitably break down. The MVP approach to…
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LLMs and the art of PRD writing: A Product Manager’s perspective
Product Requirement Documents (PRDs) are the cornerstone of effective product management. They define the “why,” “what,” and “how” of a product feature or enhancement, serving as a blueprint for cross-functional teams. At their core, PRDs boil down to clearly articulating the problem being solved and outlining what needs to be built, along with supporting details…
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The power of asking the right questions: Elevating LLMs to the next level
“Asking the right question is the first step toward getting the right answer.” This timeless wisdom applies not only to humans but also to Large Language Models (LLMs). While these AI models are capable of incredible feats, they often overlook a critical element: ensuring that the user’s input is clear, complete, and meaningful. The consequences…
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Beyond resumes and degrees: Rethinking how we assess knowledge and skills
When was the last time you found yourself enrolled in a course? Or nervously sweating through an exam? If you are like many of us navigating the corporate jungle, you would probably say it was back in your school or college days. But then, an interesting question arises: How do you gauge your talent level?…