Creator of the LLMO Framework. I design harnesses that automate dev, ops, and marketing with Claude Code — then publish what actually happened, with numbers.
400K+ article views (Qiita + Zenn) · 40+ books (Kindle + Zenn) · 4 research papers
Building AI-search-ready content? Start with the LLMO Framework.
If this work has saved you time, you can support its continued maintenance through GitHub Sponsors or Ko-fi.
| LLMO Framework | The open methodology for LLM Optimization (AEO + GEO) — getting your content found and cited by AI search |
| llmo-checker | Lighthouse-style CLI that scores how AI-retrievable a URL is: llms.txt, JSON-LD, robots policy, semantic structure → 0–100 LLMO Score |
A focused set of tools I use daily to keep Claude Code sessions productive across long work. Follow one, you'll want the others.
| compact-ops | Preserve session state across /compact — no lost context, no manual re-briefing |
| claude-shift | Switch between multiple Claude Code accounts safely; observe 5-hour / weekly usage across them |
| hook-chain-lens | Diagnose your Claude Code hooks: see the merged fire order across user / project / plugin scopes, catch dead matchers and missing script paths |
More: open-llmo (research initiative) · voice-clone (3-sec voice cloning on Qwen3-TTS) · speech-habit-lens (speech analyzer) · domain-pre-flight (domain checks) · persona-hub (persona SDK)
New products ship weekly: kenimoto.dev → Products
- When Free Executors Cost More: The Free-Executor Paradox in Iterative LLM Code-Repair Loops — DOI:10.5281/zenodo.20978074 · code
- Excess Vocabulary in Japanese AI-Generated Text — DOI:10.5281/zenodo.19233934 · code
- AI Text Slop: Stylistic Convergence Across Six LLMs — DOI:10.5281/zenodo.19173035 · code
- AI Blue: Color Recognition Bias in Vision-Language Models — DOI:10.5281/zenodo.19159702 · code
 Harness Engineering |
 Context Engineering |
 Claude Code |
 LLMO |
 Knowledge Graph |
 300ms Threshold |
Full catalog (EN / JA / PT / ES): kenimoto.dev → Publications
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nanochat GRPO Is Just REINFORCE + a 1-Line Regex — 2026-09-07 2.8x Traffic Spike: How to Identify Bot Traffic — 2026-09-02 Bing Webmaster Tools vs Google: 787 queries — 2026-09-02 Zenn noindex on Every Post: 8 Weeks Unnoticed — 2026-08-31 Harness Engineering Benchmark: 13.7pt Same Model — 2026-08-28 More on kenimoto.dev |
nanochat SFT 499行を読んだら、本質は3行のmaskだった — 2026-09-01 PRコメント300件を4型に分類したら、質問型だけがマージを2倍速くしていた — 2026-08-27 star 3.7万のAI Slop検出Skillは、日本語だと6パターンが空振りする — 2026-08-26 コードKGに90日分のgit logを入れたら、AIが影響範囲を90秒で出した — 2026-08-25 AIに投げる前の「5分保留」を90日続けたら、質問の質が3倍になった — 2026-08-24 More on zenn.dev/kenimo49 |
Git aliasは、あなたの.gitconfigをshell実行に変える3経路 — 2026-08-31 MCP tool descriptionは、LLMシステムを3行で乗っ取ります — 2026-08-31 「人間のほうがAIっぽい」を検算したら、記事が4倍長いだけでした — 2026-08-29 PINとパスワードの違いは桁数ではない: 総当たりは8回で止まる — 2026-08-26 AI検出器に弾かれるのは、雑に書いた人ではなく整えた人です — 2026-08-25 More on qiita.com/kenimo49 |
If my tools or research helped you, you can sponsor my open-source work.
This README rebuilds itself daily via GitHub Actions, pulling from kenimoto.dev/ai/publications.md (the AI-readable feed), Zenn, and Qiita. Last refreshed: 2026-09-08 06:07 JST