Systems, AI infrastructure, research, mathematics, security, and technical experiments.https://0archlinux0.github.io/enhttps://0archlinux0.github.io/posts/nationwide-ctf-ai-agent-automation-retrospective/https://0archlinux0.github.io/posts/nationwide-ctf-ai-agent-automation-retrospective/I review the AI-agent pipeline I used at Japan's Ministry of Internal Affairs and Communications nationwide CTF, separating the official 26th-place, 5,701-point result from local tracker data and documenting gaps in orchestration, state, verification, and observability.Mon, 05 Oct 2026 00:00:00 GMTSystemsAI Engineering