Halooo, I’m Akilesh.
I am usually building something, breaking something..... or poking at interesting model architectures just to see what happens. Right now I’m deep into inference serving, distributed training and MLOps. I write about what I learn so I don’t forget it lol, and so AI feels a little less confusing for everyone else.
Where latency, memory and batching collide.
Notes from inside the machine
Things I needed to understand properly.
Ideas, experiments and technical rabbit holes—written down before I forget what made them interesting.
- 01What a benchmark cannot tell youOn the gap between a passing evaluation and a useful product.
- 02Building the smallest version that can teach you somethingA practical way to separate an experiment from a disguised production system.