Blog
Fri Jun 26 2026 
Catculator — training a 0.5M model to perform addition
Building a tiny autoregressive calculator in JAX, one component at a time — SGD → Adam → RoPE → tied embeddings → masked loss — and what each change actually buys you.
- JAX
- TRANSFORMER
- ML
Sat Feb 14 2026 
From console clicks to Terraform — Quarkle's AWS journey
Three eras of running Quarkle on AWS — clicking around the ECS console, scripting EC2 with bash, and finally putting everything in Terraform. What made each transition necessary.
- AWS
- TERRAFORM
- DEVOPS
Sun Nov 23 2025 
Flying an off-the-shelf drone with an Xbox controller
Connecting a BetaFPV AIR75 to my laptop via a Radiomaster Nano transmitter with an ELRS module, so I could fly it with an Xbox controller. The control chain came together in about a week. The video chain didn't.
- DRONES
- ELRS
- BETAFLIGHT