About me
I currently work at Shopify, focusing on language-model post-training for
Sidekick, its AI assistant for merchants. I work on fine-tuning, scalable training-data pipelines, evaluation, and large-scale inference. Recent work includes a tool-calling agent that turns natural-language requests into Shopify Flow automations, and scaling batch inference for large-scale language-model workloads.
Before Shopify, I built conversational search and recommendation systems at
Crossing Minds. Earlier, I worked on ranking and personalization at Agoda, building machine-learning systems serving millions of users and data pipelines processing more than 600 million events a day.
I studied Applied Computing at the University of Toronto. Outside work, I snowboard, play Hearthstone, and walk my dog.
Writing and projects
All writing ↗
Flow Generation Through Natural Language

Quantifying the AI Buzzword Cycle

Building an AI Movie Pipeline at Boson AI Hackathon

Sending My Dog to Space with FLUX & LoRA

Crossing MindsConversational Search for Product Catalogues

Faster Hyperparameter Optimization through Meta-Learning

A Deeper Look into Dense Shortcut Nets
Experience
- 2024—now
ShopifySenior Machine Learning Engineer · Sidekick
- 2022—2024
Crossing MindsMachine Learning Engineer- 2018—2021
AgodaMachine Learning Engineer
Education
- 2021—2022
University of TorontoMSc · Applied Computing
- 2014—2018
SIIT, Thammasat UniversityBEng · Computer Engineering