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---
title: "Jayrup Nakawala | Blog"
---

<nav>
[Home](https://jayrup.me) | [Blog](https://jayrup.me/blog) | [Projects](https://jayrup.me/projects) | [CV](https://jayrup.me/cv) | [Dissertation](https://jayrup.me/dissertation) | [Git](https://git.jayrup.me)
</nav>


RANDOM THOUGHTS, EXPERIMENTS, AND SYSTEMS NOTES
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- Where Exactly Is the Wall? — 2026-08-17  
  curl [jayrup.me/blog/prime-grokking-3](https://jayrup.me/blog/prime-grokking-3)
- Still No Grokking: The Weight-Decay Sweep — 2026-08-16  
  curl [jayrup.me/blog/prime-grokking-2](https://jayrup.me/blog/prime-grokking-2)
- Can a Tiny Network Learn What a Prime Is? — 2026-08-14  
  curl [jayrup.me/blog/prime-grokking-1](https://jayrup.me/blog/prime-grokking-1)
- What the Jacobian Lens Measures — 2026-08-07  
  curl [jayrup.me/blog/jacobian-lens-frequency](https://jayrup.me/blog/jacobian-lens-frequency)
- How this site works — 2026-08-05  
  curl [jayrup.me/blog/how-this-site-works](https://jayrup.me/blog/how-this-site-works)

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BACK: curl [jayrup.me](https://jayrup.me) | curl [jayrup.me/projects](https://jayrup.me/projects)