ML platform engineer and Computer Science student at Western University. Writing about Kubernetes, observability, and the path from training to production.https://perocho.com/https://perocho.com/blog/ai-assistant-guardrails/https://perocho.com/blog/ai-assistant-guardrails/One instructions file shared by every assistant, a corrections log that turns repeated feedback into rules, and hooks for the rules that keep getting broken.Mon, 19 Oct 2026 00:00:00 GMThttps://perocho.com/blog/claude-code-workshop/https://perocho.com/blog/claude-code-workshop/How I designed a hands-on, 150-minute workshop that teaches students to give an AI agent context and guardrails, and what a dry run taught me about hooks.Mon, 19 Oct 2026 00:00:00 GMThttps://perocho.com/blog/arch-update/https://perocho.com/blog/arch-update/A small bash script plus a systemd service and timer that keeps my Arch + KDE machine up to date, and what I'd change about it now.Tue, 03 Jun 2025 00:00:00 GMThttps://perocho.com/blog/chess-engine/https://perocho.com/blog/chess-engine/Bitboards, magic bitboards, and a 24-bit move encoding in my C++ chess engine, plus the two silent bugs I found when I came back to it 18 months later.Wed, 21 May 2025 00:00:00 GMT