Writing

Essays on AI, systems, and whatever else is on my mind.

• AIreinforcement learningcode review

  What I Learned from Grading AI Code Reviews

  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 read

• AIcybersecurityreinforcement learning

  Reinforcement Learning x Cybersecurity

  The 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