01
Published research · ICACCT 2026
Lossless Audio Reconstruction
GAN-based audio super-resolution that reconstructs FLAC-quality signals from MP3 input, packaged from GPU inference to a public ONNX CLI.
AI systems · Product engineering · Research
AI ENGINEER /
SOFTWARE DEVELOPER
I build production AI that earns its place: grounded LLM applications, capable agents, and machine-learning systems measured by what they change.
40%
less manual feedback processing
5h+
saved weekly for R&I
43
agent tools implemented
14.57 dB
average reconstruction SNR
01 / Selected systems
Research rigor, production constraints, and interfaces people can actually use.
01
Published research · ICACCT 2026
GAN-based audio super-resolution that reconstructs FLAC-quality signals from MP3 input, packaged from GPU inference to a public ONNX CLI.
02
Model-agnostic coding agent
A TypeScript and Python coding agent with interchangeable LLM backends, specialist sub-agents, agentic modes, and deterministic output control.
03
Collaborative filtering research
An item-based recommendation system evaluated against traditional collaborative-filtering baselines on a large-scale playlist dataset.
02 / Experience
Graduate Trainee
Apr — Jul 2026
BizTX · Twinings Ovaltine
Promoted within 9 months
Jul 2025 — Apr 2026
BizTX
03 / Toolkit & trajectory
Published researcher. Production engineer. Always interested in the distance between a model working and a product working.
Languages
Python · TypeScript · JavaScript · SQL · Rust
AI / ML
RAG · Transformers · NLP · GANs · CNN/RNN · LLM APIs · MCP Agents
Build
PyTorch · FastAPI · React · LangChain · CrewAI · scikit-learn
Systems
Docker · Azure · GCP · PostgreSQL · MongoDB · MySQL
Now
Monash University · Melbourne
2026 — 2028
Foundation
Anurag University · CGPA 7.98/10
2021 — 2025