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Hi, I’m Ashika. I’m a biologist learning mathematics, and I also sketch and paint.

This blog documents how my understanding develops over time. I write about moments when an idea becomes constrained enough to feel solid, when a concept stops looking like a formal trick and starts behaving like something unavoidable. The topics range across developmental biology, physics, computer science, and mathematics, but the underlying questions are consistent.

I use AI as a working tool while writing. The direction and ideas are mine; the refinement is collaborative.

If any of this aligns with how you think, feel free to continue the conversation in the comments.

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Why Information is Logarithmic: Hartley’s 1928 Insight

 In 1928, a researcher at Bell Labs named Ralph Hartley published a paper that would change the world. At the time, "information" ...