Kai's Notes - Articles
docker compose down Then up -d, or Just up -d? What the Official Docs Actually Say

Based on the official Docker docs: the real difference between docker compose up -d and down + up, when up -d alone is enough, when you actually need down first, and the classic pitfall of a stale latest image.

DeepSeek V4 Shouldn't Be Overshadowed by GPT-5.5

GPT-5.5 stole the spotlight on launch day, but DeepSeek V4's 1M-token context recall and 1.6T-parameter open-source flagship deserve attention in their own right.

What Should We Watch Out for When AI Starts Researching Its Own Alignment?

A look at Anthropic's latest research: can AI supervise itself, or does it introduce new risks?

Let Yourself Feel "Learned Helplessness" for a While

A note to myself when I feel trapped in learned helplessness, and to anyone else who feels lost.

AIGC Plagiarism Detection: CNKI's Self-Contradiction and a Doomed Battle of Containment

The academic controversy and reflections sparked by AIGC plagiarism detection during the 2026 graduation season