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kenimo49/README.md

Ken Imoto — AI Agent Engineer. LLMO, Context Engineering, Harness Engineering.

Website LLMO Framework X LinkedIn Zenn Qiita Dev.to

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.

Products

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
compact-ops Claude Code plugin that keeps sessions coherent across context compaction

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

Research

Books

Harness Engineering
Harness Engineering
Context Engineering
Context Engineering
Practical Claude Code
Claude Code
LLMO
LLMO
The Practical Knowledge Graph Guide
Knowledge Graph
The 300ms Threshold
300ms Threshold

Full catalog (EN / JA / PT / ES): kenimoto.dev → Publications

Latest writing

Blog (EN)

I Trusted Claude Code and Shipped 40% Slower: 3 Places the Speed Actually Died — 2026-07-06

The 7-Step Test That Told Me When to Switch From RAG to GraphRAG — 2026-07-04

I Ran Claude Code, Cursor, and Codex Side by Side for 31 Days. Here Is the Real Monthly Bill. — 2026-07-03

Claude Code vs Cursor: 6 Tasks, Measured Latency, and Which One I Uninstalled — 2026-07-02

Parallel Agents Went Negative at 340k Tokens: The Real Breakeven for Claude+Cursor+Codex — 2026-07-01

More on kenimoto.dev

Zenn (JA)

有名エンジニア10人のプロフィールREADMEを解剖したら7系統に分かれた — 2026-07-10

KGの粒度を1関数から1責務に変えたら、AIリファクタが刺さり始めた — 2026-07-09

コンテキストの配置順序を5パターン試したら、意味順が最悪の1つだと分かった — 2026-07-08

自作CLIをMCPサーバ化する2つの方法: subprocess版と直結版で940倍差が出た話 — 2026-07-07

AIコードレビューの「見逃し」を3か月ログしたら、5つの盲点タイプに全部収まった — 2026-07-06

More on zenn.dev/kenimo49

Qiita (JA)

uuidv7()とUUIDv4の差は何行から?PostgreSQL 18で実測 — 2026-07-10

Claude Codeに『京都の雪夜』と頼んだら、家のPCで絵が出た話 — 2026-07-06

1Passwordはチームメンバーに、パスワードを一度も渡していません — 2026-07-05

1Passwordは、あなたのマスターパスワードを一度も受信していません — 2026-07-05

無料のexecutorが一番高くついた話:Opus+ローカルQwenを40試行で測ったら全タスク最高額だった — 2026-06-28

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: 2026-07-11 06:57 JST

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