01 / Hyderabad
Origin
Grew up here and studied my way into BITS Pilani.
Home.
Engineer,
researcher,
co-founder
Grew up in Hyderabad, now in Mountain View. I make machine learning systems faster, cheaper and more trustworthy, and I co-founded mlpal.
I'm Sai. Close friends call me Peddi.

I grew up in Hyderabad, studied my way into BITS Pilani, and have spent the years since making machine learning systems faster, cheaper and more trustworthy.
Today I’m co-founding mlpal with Dipak Ghosal and Prem Jain. Off the clock you’ll find me on a badminton court, bowling a few overs, behind a camera, baking bread, or halfway through a book.
01 / Hyderabad
Origin
Grew up here and studied my way into BITS Pilani.
Home.
02 / BITS Pilani
2015
Electronics and communication engineering. Signals first, then machine learning.
B.E. (Hons.), Hyderabad campus.
03 / IIIT Hyderabad
2018
Research assistant in the speech processing lab. My first real taste of ML research.
ML and speech processing.
04 / KFintech
2019
Architected Digix, the reporting platform for 18 asset managers.
$137B AUM, 100M investor accounts. Led five engineers; Spark pipelines cut query times 40×.
05 / UC Davis
2021
M.S. in Computer Science with a 4.0, and four terms as a TA.
Research with Prof. Dipak Ghosal on GPUs, networks and distributed training.
06 / JPMorgan Chase
2023
Senior ML engineer. Brought coding agents to more than a thousand engineers.
Multi-agent systems in production, 1M+ requests a day at 99.9% uptime.
07 / mlpal
2026
Co-founded mlpal with Dipak Ghosal and Prem Jain, to give companies ownership of the loop around the model.
Gateway, harness and memory. Open source, research-led.
Co-founderA model gateway, a tunable harness and governed memory that companies own. Open source.
Custom kernels for ViT self-attention: 100× faster at 85% sparsity, 97.5% of the GPU busy.
Heterogeneous CUDA + ROCm training with AMD researchers. Led a team of 15 grad students.
ViT, MAE, DeiT and Swin on mel-spectrograms. Beat the CNN state of the art by 8%.
Learns partitions from past queries, privacy first. Up to 9× faster.
Interactive isosurface rendering of CT scans and supernovae, sharpened with deep learning.
An EDF scheduler on Prometheus telemetry that holds QoE targets at 75% utilization.
Pulls submissions from Canvas, grades them, posts the grades back. Built to free up TA hours.
Badminton
Badminton, any day.
Tap the shuttle. Rally 0 · Best 0
Cricket
Dhoni
7
Kitchen


Music
“Music has no language and no boundaries.”
It changes from time to time. Right now: indie from India and Pakistan, and lately some Italian.
On repeat
Abhijeet Srivastava
Books
Just finished
The Secret of Secrets
Dan Brown
Photography
Skies, streets and the occasional bird. Shot on a Canon, graded by hand, and flown by drone when the view calls for it.
11,000
BITSians in the Bay Area
I co-lead the BITS alumni association here as its COO. We're a registered nonprofit, and we run events all year to bring this community together.
Lots of events, one goal: keep the BITS spirit alive a long way from campus.
Stay hungry, stay foolish.