I like building things, trying out ideas and getting to the bottom of how they work. I'm interested in the whole process: the code, the interface, the systems underneath, and what happens when something goes wrong.

Lately, I've been building a workflow debugger in Go and Python, training retrieval models and contributing fixes to open-source projects. Have a look around.

Australia · LinkedIn

I built Checkpoint to investigate failed Python workflows without losing the inputs and responses that explain the failure. Record a run, replay supported HTTP calls, branch with a changed input, and compare the result while keeping the original run intact.

The Go engine runs the workflows, a Python SDK connects your code, and the interface brings the execution path, attempts and JSON differences together. Run history persists in SQLite; selected code and recordings can be exported as an executable reproduction. Windows and Linux releases include the interface, examples and SDK.

Try Checkpoint · Source · Architecture · Watch demo

_{Go · Python · React · TypeScript · SQLite}

Rank Lab fine-tunes MiniLM on SciFact and compares its search results with pretrained and keyword-search baselines. It records checkpoints, resumes interrupted training and lets you inspect the documents behind each query’s score.

22.7M trainable parameters · 3 epochs · 78 updates · +3.00 pp nDCG@10 over pretrained. The explorer keeps all 53 gains and 27 regressions visible. The result is from one SciFact study; you can also train on your own documents and open the exported results in the same explorer.

Open explorer · Source · Engineering decisions · Watch demo

_{Python · PyTorch · React · TypeScript}

An investigation workspace for engineering sources that change or disagree. Trace passages to retained versions and line numbers, compare revisions, and keep supporting and contradictory evidence attached to a conclusion. Includes a runnable fictional investigation and retrieval checks.

Project · Case study · Watch demo

_{React · TypeScript · Python · FastAPI · SQLite / FTS5}

• Reliable Replay Lab: Python/SQLite experiments for retries, stable operation identities and recovery after a worker crash.
• LUNEA Commerce: an individual React/Express/MongoDB project with authentication, access controls and customer/admin workflows. Live demo

• Qdrant client #1563 · Merged: fixed migration retries that could lose records after a failed upload.
• REA #1829 · Merged: reused parsed module URLs during matching to avoid repeated parsing.

UTS Bachelor of Cybersecurity, expected 2027 · GPA 6.60/7.00 · Dean's List 2025 & 2026. At Zip, I built a JavaScript proof of concept and worked on Angular/TypeScript features during an internal Software Developer trial, alongside experience in regulated financial-services operations.

Working with: Go, Python/PyTorch, TypeScript, React/Angular, REST APIs, SQL, Linux and automated tests. Open to graduate and junior technology roles in Australia.