Work in progress — this site is still being written.
04 / The collection

Notes.

What I’m working on, and what I work with.

What I’m doing now.

Updated October 2026.

Current focusActive

ARC-AGI-3

Working with Team Reki, which placed 2nd in ARC-AGI-3 Milestone Prize #1, and writing up my Kaggle competition work.

Official result
Always onRunning

Home GPU lab

Two RTX 4090s and an NVIDIA DGX Spark, scheduled with SLURM, for ML experiments and competition runs.

The lab

Things I use.

Selective, not an inventory.

Hardware

  • Two NVIDIA RTX 4090s
  • NVIDIA DGX Spark
  • Dell PowerEdge server running Proxmox
  • Synology NAS storage
  • MikroTik routing and 10 GbE switching

Software

  • Python, for nearly everything
  • SLURM and JupyterHub for GPU work
  • Proxmox VE
  • Home Assistant
  • Linux and macOS

Methods

  • Change it, then write it down the same day.
  • Every problem that happened once gets a check so it can’t quietly happen again.
  • Measure the instrument before trusting the measurement.