AI Collaboration

Are Chinese Flash Models Really Faster? Overthinking, Measured in Real Sessions

2026-09-25T12:00:00+09:00

Introduction

I used to avoid any model outside OpenAI and Anthropic. But the free GLM-5.2 that Devin offered completely changed my impression of Chinese open-weight models.

GLM-5.2 finds problems fast, which makes it great for quickly producing scripts and small tools, and for rapid trial-and-error in real environments (for example, having it verify low-level webOS commands to quickly produce a skill). The craziest part: during the promo period, none of the usage counted against my quota. Insane value for money.

From ctxd to Claude Code Connectors: There Are No Solo Heroes in the AI Era

2026-05-24T20:00:00+09:00

ctxd was a small CLI tool I wrote to let Claude Code automatically pull context from Slack, GitHub PRs, Confluence, and Jira. It worked great and saved me substantial time. But a few months later, Claude Code Connectors officially absorbed 80% of its core value.

This experience led me to rethink: what is the true value of personal tooling projects in the AI era?

How ctxd Came to Life

Between late last year and early this year, I wrote three CLI tools in succession:

When AI Pushes Back: Alignment Philosophies of Claude vs. Codex Through a Misread Algorithm Problem

2026-05-22T22:00:00+09:00

Background

In January 2017, I visited Tokyo for the second time in my life on a tourist visa to take the graduate entrance exam for the Department of Creative Informatics at the University of Tokyo.

Creative Informatics was somewhat unusual because it had no written math exam—only on-machine programming. While preparing for the exam, I worked through many past papers, finding several genuinely intriguing problem designs (far more interesting than routine LeetCode grinding).

Exporting PR Context! Introducing the Custom CLI Tool "pr-dump"

2025-09-18T12:00:00+09:00

Introduction

As a non-native speaker working in a Japanese development team, writing PR review comments is always a small challenge for me. It requires not only making technical judgments, but also expressing them accurately and appropriately in Japanese.

So I often ask AI to help write drafts, but having to manually copy and paste the PR context every time—the summary, comment threads, diff—one by one, was honestly quite tedious.

I Couldn't Take It Anymore! Troubleshooting a Chrome Freeze and Filing an Official Bug with Gemini

2025-07-12T05:25:26+09:00

Background

I have no idea when it started, but whenever I launched Chrome on my PC, it would mysteriously freeze for one to two minutes. If you’re willing to just sit and wait, it’s not the end of the world.

But one night, staring at that completely frozen Chrome window, I snapped. I had to fix this.

First, I updated to the latest version. Didn’t work.
I uninstalled and reinstalled it. Didn’t work.
I wiped every trace of browser cache, reinstalled, logged in, and it froze again.