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Lately, I have been spending a lot of time with AI coding tools, both cli and ide. I kept asking the question to myself, why is that i keep returning to one tool more than the other. There are lot of blogs around models and their capabilities, but models are also shared across of these surfaces. So the real question for me was that where is the value. Is it in the model or the tooling around it. This blog talks about my explorations and opinions on how to build something competitive.

I have been working on benchmarking lately, especially since I started tinkering with AI. And I came back to an interesting topic of Closed loop vs Open loop benchmarking. To make is easier to...

Creativity emerges from connecting ideas across domains. Wide reading builds the raw material, but connections themselves are byproducts of sustained curiosity — the journey matters more than any single insight.

Entropy dictates that all systems naturally tend towards disorder and decay. Counteracting this universal force requires constant, ongoing effort to maintain existing states and achieve improvements, as past achievements do not guarantee future stability.