work

things i've built, and why i built them.

experience

Apr–Aug 2026
Software Engineering Intern @ Fraxia
built the RAG-infrastructure for the platform that digests mining technical reports with over 500 pages.
Jun–Sep 2025
Project Management Intern @ Global Electric
worked on the la metro project through contract reviewing and built the email ingestion pipeline that increases the productivity by 50%.
Sep–Dec 2024
Software Engineering Fellow @ Headstarter AI
a software engineering fellowship where i've built full-stack apps that serves over a thousand users for a track.

2026
prebuilt
a pipeline that utilizes a network of decentralized agents to optimize micrometer precision 3d printing using local models
- github
- demo ↓
2026
robodog
a spotmicro-style robot that transmit mobile wifi signals for disaster areas autonomously. i worked on the dynamics and control, along with rl training and kinematics for smooth movements and cuteness.
- github
2026
lief
smart people still click bad links, so i built an extension that teaches you to spot the trick right when it happens.
- github
- demo ↓
2026
mirage
trained a model that can understand the world well enough to replace a simulator through a custom triton kernel and tokenizer.
- github
- demo ↓
2025
hengel
a proxy that checks every site your browser asks for against known phishing domains, helping people against typosquatting threads. runner-up of 200+ teams at Concordia University.
- github
- demo ↓
2024
ENTRYL
a desktop malware scanner that runs on a self-trained model using automl because mcafee isn't smart enough.
- github
- demo ↓
2024
inventory management
my first full app where i've learnt databases and calling apis
- github

real data · hand-rolled webgl

a real episode from mirage's training scene that is played back frame by frame.

TOKENIZER

compresses each 64x64 frame into an 8x8 grid of discrete codes.

DYNAMICS MODEL

a small transformer that predicts the next frame's tokens from the current ones and the action.

DATASET

each frame's pixels have the joint angles and block positions.

live lief demo. try it out! paste a sketchy url.

paypa1.com	dangerous paypa1.com: the digit 1 where the letter l belongs. The real paypal.com does not.
arnazon.com	dangerous arnazon.com: the letters r and n side by side, which read as a single m at a glance. The real amazon.com does not.
wellsfargo-secure.com	suspicious wellsfargo-secure.com: a real brand name with a word bolted on to look official. The registered domain is not wellsfargo.com.
gooogle.com	dangerous gooogle.com: one letter off from google.com. Read the domain again, slowly.
http://192.168.4.20/login	suspicious 192.168.4.20 is a bare IP address, not a domain name. There is no name to check and nobody named to hold responsible. Legitimate services put a name in front of their servers.
invoice.pdf.exe	dangerous invoice.pdf.exe has two extensions. It looks like a .pdf file, but the one that actually runs is .exe, and that is the one your computer obeys.
github.com	safe no rule fired. lief stays quiet here.