📝 Post
ML Monitoring: Keep It Simple, Keep It Compounding
You don't need drift detection to start. One dashboard, one runbook, and a process that gets a little better every time.
💭 Note
Opus 4.6, 1M Context by Default: Transformer Killers, For Real This Time?
Why would you make 1M context the default at no extra cost unless something changed architecturally?
📝 Post
Notes on Self-Hosting LLMs (Early 2026)
What to expect when running local models on consumer hardware
🔗 Link
Muon: The Magic of Three Numbers Making GPUs Go Brrr
The Muon optimization algorithm stablizes multi-million dollar GPu training run and does so on the strength of three "magic" numbers