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Blogs


Cursor vs Claude Code: Advantages, Limitations and Use Cases
This is a comparison between claude vs cursor.

Shreyas Karanjkar
Apr 28 min read


Top 10 Best Vibe Coding Tools to Try in 2026
In early 2025, Andrej Karpathy coined the term “vibe coding” to describe a way of building software where you describe what you want in plain English and let an AI handle the actual code. By November, Collins Dictionary named it Word of the Year. Now in 2026, vibe coding has moved from a cultural meme to a legitimate engineering workflow. The scale of AI’s role in software development is hard to ignore. According to Stack Overflow’s 2025 Developer Survey, 84% of developers no

Shreyas Karanjkar
Mar 267 min read


What Is AI-Driven Product Engineering: Meaning and Process
The fastest way to slow down your engineering team in 2026 is to adopt AI tools without a process for using them. It's playing out everywhere: developers debug almost-right AI code, designers generate dozens of layout variations with no framework for choosing one, and QA teams maintain test suites nobody fully understands. According to Stack Overflow, 84% of developers now use or plan to use AI tools. But only 29% trust the output. That's not an adoption problem. That's a pro

Shreyas Karanjkar
Mar 257 min read


Why Custom AI Development Beats Generic Gen-AI Wrappers
The usual AI development workflow of an AI engineering team looks something like this: they take an LLM API like GPT or Claude, slap a UI on top, and ship it. It works initially, but gradually it is limited by its own functionality. It doesn’t have the potential to evolve with time. As a result, the number of users decreases. Accuracy doesn’t improve. Costs keep going up. And the product looks exactly like what your competitors shipped last month. This isn’t a fringe problem.

Shreyas Karanjkar
Mar 167 min read


Why Sovereign AI Is Becoming a Priority for Modern Enterprises
While 71% of organizations now use generative AI in at least one business function, the path from pilot to production remains brutally narrow. MIT's GenAI Divide: State of AI in Business 2025 report found that fewer than 5% of enterprise AI pilots move custom solutions into production with measurable P&L impact.

Shreyas Karanjkar
Mar 137 min read


How to Develop an AI Product Engineering Strategy
While 71% of organizations now use generative AI in at least one business function, the path from pilot to production remains brutally narrow. MIT's GenAI Divide: State of AI in Business 2025 report found that fewer than 5% of enterprise AI pilots move custom solutions into production with measurable P&L impact.

Shreyas Karanjkar
Mar 49 min read


How to Build an AI Product: From Concept to Market Launch In 2026
In 2026, to build a successful AI product, you need to shift focus from just "adding features" to treating AI as the core value driver.

Shreyas Karanjkar
Mar 49 min read
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