Thoughts on language, technology, travel, and whatever else is on my mind.
Grading 10 AI code reviews of the same PR taught me more about RL environment design than any paper could. The bottleneck isn't building the task — it's knowing when your grader is lying to you.
April 6, 2026 · 8 min readThe future of cybersecurity isn't a better firewall. It's a relentless Red Agent that finds the flaw before you do.
March 9, 2026 · 3 min read