Patterns are only the beginning.
Finding patterns in time
Adapting PULSAR for multiple signal channels. Latest experiment: a probability blend tested on four UEA datasets across five seeds.
Updated 16 October 2026 · Code & results
↳ Melbourne, Australia
A curious mind.A work inprogress.
I’m Kevin, a Year 10 student in Melbourne. Right now I’m testing time-series classifiers, building LinguaLift, and helping organise a teen game jam.
Selected explorationsWorking on PULSAR, LinguaLift & HAVEN.
A little more about meA few things I’m working on
03 explorationsCuriosity, in practice.
Research in progress
Good games start with good company.
In the worksA place to make & play
Helping bring a teen game-making community together through HAVEN Melbourne.
Language. Logic. A new way to see.FORM → MEANING
Linguistics & LinguaLift
Language puzzles, four OzCLO results, and a website for linguistics practice.
Gold2025 regionalSilver2025 nationalGold2026 regionalGold2026 national
The person behind the projectsA little
A little
about me.
KSStill learning.
Always curious.
Always curious.
Code, language puzzles, and a lot of experiments.
I’m a Year 10 student at Scotch College. I write Python to test changes to PULSAR, a time-series classifier, and discuss the work in weekly meetings with Nestor. I also compete in OzCLO and built LinguaLift for linguistics practice.
Outside that, I’m helping with planning, promotion and sponsorship outreach for HAVEN Melbourne. This site keeps the code, results and notes from those projects in one place, including experiments that didn’t improve the score.
Based in MelbourneYear 10 studentPython & linguistics
Code & computation
Python experiments and web projects.
- Python
- Data analysis
- TypeScript & React
- Web development
Science & inquiry
Reading papers, running tests and checking controls.
- Experiment design
- Biotechnology
- Research reading
- Benchmarking
People & projects
Planning and outreach for HAVEN Melbourne.
- Community organising
- Sponsorship outreach
- Event promotion
- Written communication
Milestones & achievementsSmall steps.
Small steps.
Real progress.
Competition results and updates
from my current projects.
2026Linguistics
OzCLO regional gold & national gold
Gold at both the regional and national stages.
2025Linguistics
OzCLO regional gold & national silver
Regional gold followed by silver at the national stage.
2026Research
Testing multivariate PULSAR
From a 19-dataset baseline to channel relationships and a five-seed probability-blending experiment.
2026Community
Organising HAVEN Melbourne
Planning, promotion and sponsorship outreach for a teen game jam.
OngoingWeb development
Building LinguaLift
A website for linguistics training, practice and competition.
From the open notebook
All notesField notes.
CommunityWorking draft1 min readResearchWorking draft4 min read
What HAVEN has taught me
Unexpected lessons from unexpected places!
PULSAR: from joined channels to a probability blend.
What changed after my first benchmark, what the newer results actually show, and what I’m taking to my meetings with Nestor.