Build systems. Break them. Understand why.

I design and build systems from scratch, then study their behavior in real-world conditions.

• probelet → system behavior & failure testing
• tmux-bitwarden → terminal-based secret access workflow
• glabel → deterministic GCP labeling & drift-aware apply engine

I write about systems, infrastructure and engineering thinking
→ https://brainstacks.dev

• Machine learning fundamentals
• AI systems — from theory to real-world usage

Build → Stress → Observe → Iterate