# Publications — Ken Imoto > Auto-generated from `src/content/{blog,books}/*.md` on each build. > Do not edit by hand — see `scripts/generate-llms.mjs`. ## Books ### English #### Chaos Engineering: A Practical Guide for Modern Distributed Systems A 14-chapter book on Krkn-AI / Harness / Steadybit / Dynatrace, Chaos Engineering 2.0, and the operational practices around running chaos in production without making the news. Currently in development. - LP: https://kenimoto.dev/books/chaos-engineering-guide/ - Published: 2026-12-31 #### Debugging Engineering — Ten habits, translated into prompts, layered with CLAUDE.md and hooks Ten debugging habits — the rationale, the original-language formulations, and the chapter on translating each into Claude Code prompts. Currently in development. - LP: https://kenimoto.dev/books/debugging-engineering/ - Published: 2026-12-31 #### Why Do Some Words Stay With You Forever? — 100 Engineering Quotes Decoded From Linux trenches to software philosophy, debugging, leadership, and architecture. 100 quotes from the engineering world, each unpacked through original context and modern application — a philosophy book for engineers, decoded one line at a time. - LP: https://kenimoto.dev/books/engineer-it-quotes/ - Kindle: https://www.amazon.co.jp/dp/B0GX3CS95M - Published: 2026-05-01 #### The Practical Knowledge Graph Guide — Structure Your Data, Sharpen Your AI RAG alone won't make your AI smart. Relationships only emerge through structure — Knowledge Graph, GraphRAG, Neo4j, RDF, Property Graph, Tree-sitter, MCP, and Emotion AI. The practical guide to giving AI true reasoning through structured data. - LP: https://kenimoto.dev/books/knowledge-graph-practical-guide/ - Kindle: https://www.amazon.co.jp/dp/B0GX2Z73JV - Published: 2026-04-28 #### The 300ms Threshold — Why Talking to AI Feels Wrong Voice AI experience is 90% latency. Human turn-taking happens at 200ms. Past 300ms, UX feels off. Past 800ms, conversation collapses. This book breaks the 525ms cascade pipeline barrier using Pipecat, LiveKit, and Deepgram — through streaming design, perceptual hacks, and edge AI. - LP: https://kenimoto.dev/books/voice-ai-300ms-ux/ - Kindle: https://www.amazon.co.jp/dp/B0GYQ4L2KP - Published: 2026-04-25 #### Systematizing AI Code Review — The 3-Layer Model for 60% Faster Reviews Code review time keeps inflating because humans are doing the mechanical work. This book splits the job across three layers — hooks (machines), AI (first pass), and humans (architectural judgment) — and shows the actual implementation that cut review time by 60%. Includes integrated operation of CodeRabbit, GitHub Copilot, and Claude review, AGENTS.md policy design, GitHub Actions pipelines, and an autoFixable feedback loop, all backed by a Next.js + TypeScript reference project. - LP: https://kenimoto.dev/books/harness-code-review/ - Kindle: https://www.amazon.com/Systematizing-AI-Code-Review-Propel-Lab-ebook/dp/B0GX71K2BV - Published: 2026-04-21 #### LLMO Quickstart — AI Search Optimization for Engineers Get LLMO (AI Search Optimization) running in 30 minutes. 8 chapters distill the essentials: writing llms.txt, the minimal JSON-LD patterns, and measuring AI citation rate. The fastest path for engineers who already know SEO to start getting cited by AI. - LP: https://kenimoto.dev/books/llmo-quickstart/ - Kindle: https://www.amazon.com/dp/B0GHJLJ611 - Published: 2026-04-10 #### MCP Security in Practice — What OWASP Won't Tell You About AI Tool Integrations Before you ship MCP (Model Context Protocol) to production, read this. Token cost measurements, file upload issues verified across 7 services, OWASP MCP Top 10, and lessons from running freee tax automation in production — the security guide for safely operating MCP. - LP: https://kenimoto.dev/books/mcp-security-practice/ - Kindle: https://www.amazon.com/dp/B0GHZHC3PY - Published: 2026-03-25 #### Harness Engineering — From Using AI to Controlling AI Harness Engineering, mapped across the 5 interpretations from OpenAI, Anthropic, LangChain, Martin Fowler, and academia. The first systematic guide that distills the 6 building blocks, the AGENTS.md/CLAUDE.md/hooks implementation patterns, and Self-Evolving Agents — the practical reference for the 2026 keyword. - LP: https://kenimoto.dev/books/harness-engineering-guide/ - Kindle: https://www.amazon.com/dp/B0FZNL8D1V - Published: 2026-03-15 #### Why ChatGPT Ignores Your Website — The LLMO Practical Guide Google SEO won't get you cited by ChatGPT or Perplexity. This book maps LLMO (LLM Optimization) — the patterns and implementations for AI search era. From llms.txt and JSON-LD to citation-rate KPIs, this is the field guide for being seen by AI search engines. - LP: https://kenimoto.dev/books/llmo-ai-search-optimization/ - Kindle: https://www.amazon.com/dp/B0GQ2L5HQY - Published: 2026-02-20 #### Turning LLMs from Liars into Experts — Context Engineering in Practice Why does the same question give wildly different answers? Not your prompt — your context. Original benchmarks show up to 4.6x quality gain. The complete Context Engineering system: 5-stage strategy, RAG, MCP, CLAUDE.md, Agentic RAG. - LP: https://kenimoto.dev/books/context-engineering/ - Kindle: https://www.amazon.com/dp/B0GHRJX36Z - Published: 2026-02-15 #### Practical Claude Code — Context Engineering for Modern Development A practitioner's field guide to Claude Code from a year of production use: CLAUDE.md patterns from 2 to 100+ lines, Plan Mode workflows, team operations, MCP integration, and supply-chain security. 19 chapters for engineers past 'hello world'. - LP: https://kenimoto.dev/books/claude-code-mastery/ - Kindle: https://www.amazon.com/dp/B0GPWPKNB7 - Published: 2025-09-01 ### Japanese (日本語) #### カオスエンジニアリング: モダン分散システムのための実践ガイド Krkn-AI / Harness / Steadybit / Dynatrace の全景、Chaos Engineering 2.0、本番でカオスを回しつつニュースにならないための運用手法を14章でまとめたBook。現在執筆中。 - LP: https://kenimoto.dev/ja/books/chaos-engineering-guide/ - Published: 2026-12-31 #### AIに選ばれる店をつくる — 店舗オーナーのための AI Native MEO 実践 検索が「Googleで探す」から「AIに相談して店を決める」へ移るいま、店舗集客の主戦場も変わった。本書はLLMO / AI Search Optimization を専門とするエンジニアが書く『AI Native MEO』時代の店舗集客の実践書。月1.5万〜3万円のMEO代行費の中身を分解し、ClaudeやChatGPTのプロンプト(実物同梱)で自分の手で回す方法を、GBP最適化7手法・業種別口コミ返信・業者ツール32社カタログ・飲食/美容/治療院の公開事例・副業MEO代行・景表法/薬機法対応まで全17章+付録で解説する。 - LP: https://kenimoto.dev/ja/books/store-owner-ai-meo-llmo/ - Kindle: https://www.amazon.co.jp/dp/B0H3VX2YZC - Published: 2026-06-03 #### エンジニアリング100の言葉 — なぜその一文は記憶に残るのか Linuxの現場、ソフトウェア哲学、デバッグ、リーダーシップ、アーキテクチャ。エンジニアリングの世界に残る100の名言を、原典の文脈と現代の応用を交えて解説。記憶に残る一文の構造を解きほぐす、エンジニアの哲学書。 - LP: https://kenimoto.dev/ja/books/engineer-it-quotes/ - Kindle: https://www.amazon.co.jp/dp/B0GXR5Q6NW - Published: 2026-05-01 #### ナレッジグラフ活用大全 — 構造化すれば、AIは賢くなる RAG だけでは AI は賢くならない。構造化することで初めて関係性が見える — Knowledge Graph / GraphRAG / Neo4j / RDF / Property Graph / Tree-sitter / MCP / Emotion AI まで、AIに「賢さ」を与える構造化技術を体系化した実践ガイド。 - LP: https://kenimoto.dev/ja/books/knowledge-graph-practical-guide/ - Kindle: https://www.amazon.co.jp/dp/B0GX465PG7 - Zenn: https://zenn.dev/kenimo49/books/knowledge-graph-practical-guide - Published: 2026-04-28 #### 音声AIの300ms — 人はなぜAIとの会話に違和感を覚えるのか 音声AIの体験は『速さ』で9割決まる。人の会話ターンは平均200ms、300msを超えると違和感、800msを超えると会話が崩壊する。Pipecat・LiveKit・Deepgramの最新スタックで、カスケードパイプラインの525msの壁を、ストリーミング設計・知覚ハック・エッジAIで突破する方法を解説。 - LP: https://kenimoto.dev/ja/books/voice-ai-300ms-ux/ - Kindle: https://www.amazon.co.jp/dp/B0GX2R5HP4 - Zenn: https://zenn.dev/kenimo49/books/voice-ai-300ms-ux - Published: 2026-04-25 #### LLMOクイックスタート — エンジニアのためのAI検索最適化入門 LLMO (AI検索最適化) を30分で始めるための入門書。llms.txt の書き方、JSON-LD の最低実装、AI引用率の測定まで、8章で核心だけを凝縮。Google SEO の知識を持つエンジニアが、今日から AI検索に拾われるサイトを作るための短時間ガイド。 - LP: https://kenimoto.dev/ja/books/llmo-quickstart/ - Kindle: https://www.amazon.co.jp/dp/B0GHMCKQPX - Published: 2026-04-10 #### AIコードレビューを仕組み化する技術 — hooks・AI・人間の3層モデル AIコードレビューを仕組み化する3層モデル。hooks がフォーマットを強制、CodeRabbit/Copilot/Claude が一次レビュー、人間は設計判断に集中。AGENTS.md とフィードバックループで仕組みが進化する設計を Next.js + TypeScript の実装例で解説。 - LP: https://kenimoto.dev/ja/books/harness-code-review/ - Kindle: https://www.amazon.co.jp/dp/B0GHT7FQ7G - Zenn: https://zenn.dev/kenimo49/books/harness-code-review - Published: 2026-04-01 #### MCP実践セキュリティ — 本番導入で躓かないための完全ガイド MCP (Model Context Protocol) を本番導入する前に読むべきセキュリティガイド。トークンコスト実測、ファイルアップロード問題の7サービス検証、OWASP MCP Top 10、freee確定申告自動化の実体験ベースで、安全に本番運用するための知識を体系化。 - LP: https://kenimoto.dev/ja/books/mcp-security-practice/ - Kindle: https://www.amazon.co.jp/dp/B0GGYKSLNM - Zenn: https://zenn.dev/kenimo49/books/mcp-security-practice - Published: 2026-03-25 #### ハーネス・エンジニアリング — AIを\"使う\"から\"操る\"へ ハーネスエンジニアリングを、OpenAI・Anthropic・LangChain・Martin Fowler・学術の5つの解釈で横断的に整理した最初の体系書。6つの構成要素、AGENTS.md/CLAUDE.md/hooks の実装パターン、Self-Evolving Agentまで——2026年のキーワード「ハーネス」を実装レベルで掴む。 - LP: https://kenimoto.dev/ja/books/harness-engineering-guide/ - Kindle: https://www.amazon.co.jp/dp/B0GF8VGSPC - Zenn: https://zenn.dev/kenimo49/books/harness-engineering-guide - Published: 2026-03-15 #### なぜあなたのサイトはChatGPTに無視されるのか — LLMO実践ガイド Google SEO だけでは ChatGPT / Perplexity に届かない。LLMO (LLM Optimization = AI検索最適化) の考え方と実装パターンを、構造化データ・llms.txt・JSON-LD・引用率最適化まで体系的に解説。AI検索時代に「拾われるサイト」を作るための実践書。 - LP: https://kenimoto.dev/ja/books/llmo-ai-search-optimization/ - Kindle: https://www.amazon.co.jp/dp/B0GQ4XPBMJ - Zenn: https://zenn.dev/kenimo49/books/llmo-ai-search-optimization - Published: 2026-02-20 #### LLMを「嘘つき」から「専門家」に変える技術 — Context Engineering 実践入門 「同じ質問なのに、AIの回答が全然違う」原因はプロンプトではなくコンテキストにあります。架空の社内ツール3つで独自ベンチマーク実験を行い、コンテキスト戦略でAIの回答品質が最大4.6倍変わることを定量実証。「大規模モデルほど上手に嘘をつく」「小さいモデル+RAG > 大きいモデル単体」など衝撃の結果と、5段階のコンテキスト戦略・RAG・MCP・CLAUDE.mdまで体系的に解説。 - LP: https://kenimoto.dev/ja/books/context-engineering/ - Kindle: https://www.amazon.co.jp/dp/B0GHNC29MF - Zenn: https://zenn.dev/kenimo49/books/context-engineering - Published: 2026-02-15 #### 実践Claude Code — コンテキストエンジニアリングで開発が変わる Claude Code を1年以上、実務で使い込んだ。CLAUDE.md の書き方、Plan Mode 起点の1日の開発フロー、チーム展開、セキュリティ。19章で、現場で得た知見を1冊にまとめた。 - LP: https://kenimoto.dev/ja/books/claude-code-mastery/ - Kindle: https://www.amazon.co.jp/dp/B0GPSVW3BJ - Zenn: https://zenn.dev/kenimo49/books/claude-code-mastery - Published: 2025-09-01 ### Portuguese (Português) #### Chaos Engineering: Guia Prático para Sistemas Distribuídos Modernos Livro de 14 capítulos sobre Krkn-AI / Harness / Steadybit / Dynatrace, Chaos Engineering 2.0, e as práticas operacionais para rodar chaos em produção sem virar manchete. Atualmente em desenvolvimento. - LP: https://kenimoto.dev/pt/books/chaos-engineering-guide/ - Published: 2026-12-31 #### Manual completo de Knowledge Graph — Estruture os dados, torne a IA mais inteligente O RAG sozinho não deixa sua IA inteligente. Relacionamentos só aparecem com estrutura — Knowledge Graph, GraphRAG, Neo4j, RDF, Property Graph, Tree-sitter, MCP e Emotion AI. O guia prático para dar à IA a inteligência estruturada que falta ao embedding. - LP: https://kenimoto.dev/pt/books/knowledge-graph-practical-guide/ - Kindle: https://www.amazon.com.br/dp/B0H3FVPXZV - Published: 2026-05-30 #### Por Que Algumas Palavras Ficam para Sempre? — 100 Frases da Engenharia Decifradas Da trincheira do Linux à filosofia de software, debugging, liderança e arquitetura. 100 frases do mundo da engenharia, cada uma destrinchada pelo contexto original e pela aplicação moderna — um livro de filosofia pra engenheiros, decifrado uma linha por vez. - LP: https://kenimoto.dev/pt/books/engineer-it-quotes/ - Kindle: https://www.amazon.com.br/dp/B0H2KR8L6T - Published: 2026-05-22 #### LLMO Quickstart — Otimização para Busca por IA para Engenheiros Coloque o LLMO (Otimização para Busca por IA) pra rodar em 30 minutos. 8 capítulos destilam o essencial: escrever llms.txt, os padrões mínimos de JSON-LD e medir taxa de citação por IA. O caminho mais rápido pra engenheiros que já conhecem SEO começarem a ser citados pela IA. - LP: https://kenimoto.dev/pt/books/llmo-quickstart/ - Kindle: https://www.amazon.com.br/dp/B0H1YG3QDP - Published: 2026-05-21 #### Manual completo dos truques psicológicos para engenheiros — Vieses cognitivos e técnicas psicológicas traduzidos para a prática do engenheiro Engenheiro experiente já viveu o roteiro: ouve 'do jeito que está hoje não tá bom?' depois de explicar a pertinência técnica. Estima três semanas e gasta seis. Revisão de código por horas e a próxima PR ainda parece um campo minado. O problema, na maior parte das vezes, não é a habilidade técnica. É o viés cognitivo embutido no cérebro humano distorcendo silenciosamente cada decisão. Este livro traduz vinte vieses cognitivos e técnicas psicológicas para a prática diária do engenheiro, em 15 capítulos divididos em quatro partes: fundamentos (Sistema 1/2 + era da IA), contra si mesmo (estimativas / seleção tecnológica / debug / carreira), com outras pessoas (revisão de código / persuasão / 1:1 / reuniões / negociação) e equipe (segurança psicológica / trabalho remoto / contratação / dark patterns). - LP: https://kenimoto.dev/pt/books/engineer-psychology-tricks/ - Kindle: https://www.amazon.com.br/dp/B0GZFBC7SP - Published: 2026-05-20 #### Revisão de Código com Harness Engineering — Automação de revisão na era dos agentes de IA Transforme a revisão de código de pedido em sistema. Modelo de três camadas (portão automático / revisão por IA / revisão humana) usando hooks, CodeRabbit, GitHub Actions e AGENTS.md. 15 capítulos práticos com exemplos copia-e-cola em Next.js + TypeScript + Prisma. - LP: https://kenimoto.dev/pt/books/harness-code-review/ - Kindle: https://www.amazon.com.br/dp/B0H2DB9YXD - Published: 2026-05-20 #### Transformando LLMs de Mentirosos em Especialistas — Engenharia de Contexto na Prática A mesma pergunta dá respostas diferentes — o problema é o contexto, não o prompt. Benchmarks originais mostram ganho de até 4,6× em qualidade. O sistema completo de Engenharia de Contexto: 5 estágios, RAG, MCP, CLAUDE.md, Agentic RAG. - LP: https://kenimoto.dev/pt/books/context-engineering/ - Kindle: https://www.amazon.com.br/dp/B0H12378CJ - Published: 2026-05-08 #### Harness Engineering — De Usar IA a Controlar IA Harness Engineering, integrada nas 5 interpretações de OpenAI, Anthropic, LangChain, Martin Fowler e da academia. O primeiro guia sistemático que destila os 6 componentes, os padrões de implementação de AGENTS.md/CLAUDE.md/hooks e os Self-Evolving Agents — a referência prática para a palavra-chave de 2026. - LP: https://kenimoto.dev/pt/books/harness-engineering-guide/ - Kindle: https://www.amazon.com.br/dp/B0GZ4CYY6W - Published: 2026-05-08 #### Practical Claude Code — Engenharia de Contexto que Transforma seu Desenvolvimento Practical Claude Code ensina como usar o Claude Code e escrever CLAUDE.md a partir de mais de um ano de uso real em produção. Da filosofia de design aos padrões de CLAUDE.md, dos fluxos de Plan Mode à operação em equipe e à segurança: o guia de campo para engenheiros que querem dominar o Claude Code de verdade. - LP: https://kenimoto.dev/pt/books/claude-code-mastery/ - Kindle: https://www.amazon.com.br/dp/B0GZHB7J3T - Published: 2026-05-05 ### Spanish (Español) #### Convirtiendo LLMs de Mentirosos en Expertos — Ingeniería de Contexto en la Práctica ¿Tu IA miente con seguridad? El problema no es el modelo — es el contexto. En tres herramientas internas ficticias, este libro mide la calidad de respuesta con cinco estrategias de contexto y demuestra que un modelo pequeño con RAG bien diseñado supera a un modelo más grande operando solo. A partir de esos datos construye el sistema completo de Ingeniería de Contexto: estrategia en 5 etapas, RAG, MCP, CLAUDE.md y Agentic RAG. - LP: https://kenimoto.dev/es/books/context-engineering/ - Kindle: https://www.amazon.com.mx/dp/B0H12JR228 - Published: 2026-05-09 #### Harness Engineering — De Usar IA a Controlar IA Harness Engineering, integrada en las 5 interpretaciones de OpenAI, Anthropic, LangChain, Martin Fowler y la academia. La primera guía sistemática que destila los 6 componentes, los patrones de implementación de AGENTS.md/CLAUDE.md/hooks y los Self-Evolving Agents — la referencia práctica para la palabra clave de 2026. - LP: https://kenimoto.dev/es/books/harness-engineering-guide/ - Kindle: https://www.amazon.com.mx/dp/B0GXSVHZ5G - Published: 2026-05-09 #### Practical Claude Code — La Ingeniería de Contexto que Transforma tu Desarrollo Practical Claude Code enseña cómo usar Claude Code y escribir CLAUDE.md a partir de más de un año de uso real en producción. De la filosofía de diseño a los patrones de CLAUDE.md, de los flujos de Plan Mode a la operación en equipo y la seguridad: la guía de campo para ingenieros que quieren dominar Claude Code de verdad. - LP: https://kenimoto.dev/es/books/claude-code-mastery/ - Kindle: https://www.amazon.com.br/dp/B0GX3S7VGK - Published: 2026-05-07 ## Blog Articles ### English - [I Rank #1 on Google. On Brave I'm Page 5. My Own AI Agents Can't Find Me.](https://kenimoto.dev/blog/brave-invisible-to-ai-agents/) — 2026-06-10 - [Perplexity Citations Exploded After I Changed 3 Things. Only 1 Was Schema.](https://kenimoto.dev/blog/perplexity-3-changes-1-schema/) — 2026-06-09 - [I Gave Every Page on My Site a .md Twin. The AI Fetchers Stopped Guessing](https://kenimoto.dev/blog/every-page-md-twin-llmo/) — 2026-06-08 - [My Best Page Went Stale in a Month: Why AI Search Rewards Freshness, Not Just Schema](https://kenimoto.dev/blog/ai-search-rewards-freshness/) — 2026-06-07 - [AI Search Splits Your One Question Into Six. My Pages Answered None of Them.](https://kenimoto.dev/blog/query-fanout-ai-citations/) — 2026-06-06 - [I Stopped Adding Context to My Agent and Pruned Tool Outputs Instead — My 3-Hour Task Stopped Forgetting Its Own Plan](https://kenimoto.dev/blog/stopped-adding-context-pruned-tool-outputs-accuracy-returned/) — 2026-06-05 - [AI Citations Have a Half-Life. I Tracked Mine for 9 Weeks and Watched Them Decay.](https://kenimoto.dev/blog/ai-citations-half-life-decay/) — 2026-06-04 - [I Mapped My Codebase as a Graph. The File That Broke Was Two Hops Away.](https://kenimoto.dev/blog/codebase-graph-two-hops/) — 2026-06-03 - [Link-less Brand Mentions Beat Backlinks for AI Visibility — I Read the Ahrefs 75,000-Brand Study So You Don't Have To](https://kenimoto.dev/blog/mentions-beat-backlinks-ai/) — 2026-06-02 - [Your Page Rank Is Invisible to AI — Only Your Passages Get Cited](https://kenimoto.dev/blog/passage-rank-beats-page-rank-ai-citations/) — 2026-06-01 - [I Crosspost to 4 Platforms with rel=canonical Pointing Home. AI Search Still Picks the Copy.](https://kenimoto.dev/blog/crosspost-canonical-ai-picks-the-copy/) — 2026-05-31 - [Claude Code Skills Cost Tokens Even When They Don't Fire. I Measured 5 Skills Across 7 Hours. The Bill Was 18%.](https://kenimoto.dev/blog/skills-loaded-3-never-fired-18/) — 2026-05-30 - [I Cron-Scheduled 7 AI Agents. 2 Silently Failed for 18 Days. Tracing Wouldn't Have Caught It.](https://kenimoto.dev/blog/seven-cron-agents-18d-silent/) — 2026-05-28 - [I Ran 3 Claude Code Sessions in Parallel for 8 Hours. They Overwrote Each Other's Context Twice.](https://kenimoto.dev/blog/three-claude-sessions-parallel-8h-context-overwrite/) — 2026-05-27 - [I Asked 5 AI Search Engines to Cite My Own Blog. Only 3 of 31 Articles Showed Up.](https://kenimoto.dev/blog/five-ai-engines-cite-my-blog-three-of-thirty-one/) — 2026-05-26 - [I Added 11 JSON-LD Schemas. Three Months Later, Only 3 Showed Up in AI Citations.](https://kenimoto.dev/blog/11-json-ld-3-cited-by-ai/) — 2026-05-25 - [I Refactored 100 Functions With Claude. 7 Got Slower in Production.](https://kenimoto.dev/blog/claude-refactor-100-functions-7-slower-production/) — 2026-05-24 - [I Told Claude Code to Do TDD. It Wrote the Test AFTER the Code 6 Out of 10 Times.](https://kenimoto.dev/blog/claude-code-tdd-test-after-code-six-of-ten/) — 2026-05-23 - [I Added a 4th Agent That Audits My Other Agents. It Caught My Strategist Procrastinating for 3 Weeks.](https://kenimoto.dev/blog/evolver-fourth-agent-caught-strategist-procrastinating/) — 2026-05-22 - [I Translated My Blog Into 4 Languages. Portuguese Got Nearly 4× the Traffic of English.](https://kenimoto.dev/blog/four-languages-thirty-days-portuguese-four-x-traffic/) — 2026-05-21 - [TRM's 8,337% LLMO Playbook on Indie Sites: Only 1 of 4 Pillars Worked](https://kenimoto.dev/blog/trm-8337-percent-llmo-pillars-indie-test/) — 2026-05-20 - [Claude Said 'You're Absolutely Right!' 47 Times Last Week. I Was Only Right 11 Times. Claude Was Wrong 36.](https://kenimoto.dev/blog/claude-sycophancy-47-times-measured/) — 2026-05-19 - [I Plugged the Same Site Into 7 AI-Citation Trackers. They Reported 7 Different Numbers.](https://kenimoto.dev/blog/seven-ai-citation-trackers-seven-different-numbers/) — 2026-05-18 - [The 5 AI Crawlers That Hit My Sites Most in 30 Days — What Their Logs Told Me About LLMO](https://kenimoto.dev/blog/five-ai-crawlers-hit-my-site-30-days/) — 2026-05-17 - [I Plugged Claude into a Chaos Engineering MCP Server. It Killed Staging 4 Times Before Finding a Bug We'd Missed for 6 Months.](https://kenimoto.dev/blog/claude-chaos-engineering-mcp-killed-staging-4-times/) — 2026-05-16 - [I Caught Claude Hiding My Bug 3 Times in a Row. Then I Turned 10 Debugging Habits Into Prompts.](https://kenimoto.dev/blog/claude-hid-my-bug-three-times-ten-debugging-prompts/) — 2026-05-15 - [I Gave My Strategist Agent WebSearch. 5 Topics Took 20 Minutes. Splitting It Into 3 Made It 3.](https://kenimoto.dev/blog/three-role-separation-observer-strategist-marketer/) — 2026-05-14 - [I Benchmarked 5 Voice AI Stacks. Only 2 Stayed Under 300ms.](https://kenimoto.dev/blog/five-voice-ai-stacks-only-two-under-300ms/) — 2026-05-13 - [3 Claude Code Sub-agents Reviewed One PR — They Disagreed on 40%](https://kenimoto.dev/blog/three-sub-agents-reviewed-same-pr-40-percent-disagreement/) — 2026-05-12 - [I Audited 30 llms.txt Files in the Wild. 5 Anti-Patterns Are Already Forming.](https://kenimoto.dev/blog/30-llms-txt-files-5-anti-patterns-already-forming/) — 2026-05-11 - [OpenClaw Hit 250K Stars Faster Than React. I Spent a Day Switching From Claude Code](https://kenimoto.dev/blog/openclaw-vs-claude-code-24h/) — 2026-05-10 - [I Refused to Write Specs Until Claude Code Generated Wrong Code Three Times](https://kenimoto.dev/blog/spec-driven-development-claude-code-three-failures/) — 2026-05-09 - [I Let My Claude Code Agent Run for 24 Hours. The $400 Bill Was the Least Scary Part.](https://kenimoto.dev/blog/autonomous-agent-24-hours-security-lessons/) — 2026-05-08 - [The og:type Bug Three of My Astro Sites Quietly Shipped](https://kenimoto.dev/blog/og-type-double-emit-three-astro-sites/) — 2026-05-08 - [I Stacked 4 More Context Layers on Top of RAG. The Improvement Was 12%.](https://kenimoto.dev/blog/full-context-engineering-rag-80-percent/) — 2026-05-07 - [arXiv's 'Natural-Language Agent Harnesses' (2603.25723): The Word I'd Been Missing](https://kenimoto.dev/blog/natural-language-agent-harnesses-arxiv/) — 2026-05-06 - [Claude Code Skills: The Reusable Workflow That Replaced My Commands](https://kenimoto.dev/blog/claude-code-skills-reusable-workflow-pattern/) — 2026-05-05 - [Your New Domain's First Week of GA4 Is a Lie: 4 Days of Raw Data from kaoriq.com's Launch](https://kenimoto.dev/blog/new-domain-first-week-ga4-is-a-lie/) — 2026-05-05 - [Claude Code vs ChatGPT Codex: Two Official Agents, One Choice You Don't Have to Make](https://kenimoto.dev/blog/claude-code-vs-chatgpt-codex-official-agents/) — 2026-05-04 - [One Question, Five AI Search Engines, Five Different Answers](https://kenimoto.dev/blog/five-ai-search-engines-architecture-llmo/) — 2026-05-03 - [Is AI Actually Citing Your Site? How to Measure What Google Rankings Can't](https://kenimoto.dev/blog/measure-ai-citations-llmo-kpi/) — 2026-05-02 - [Princeton Tested 9 Ways to Get Cited by AI. Only 3 Worked.](https://kenimoto.dev/blog/geo-princeton-study-9-ways-ai-cites-you/) — 2026-05-01 - [9 Bugs in My AI Pipeline: None Were the AI's Fault](https://kenimoto.dev/blog/9-bugs-in-my-ai-pipeline/) — 2026-04-30 - [The Cheap Model That Won: Why Context Beats Parameters](https://kenimoto.dev/blog/cheap-model-won-context-beats-parameters/) — 2026-04-30 - [llms.txt: The File That Decides Whether AI Can Find Your Site](https://kenimoto.dev/blog/llms-txt-ai-find-your-site/) — 2026-04-30 - [Building an Autonomous Content Pipeline with Claude Code](https://kenimoto.dev/blog/hello-world/) — 2026-04-29 ### Japanese (日本語) - [43秒の異常が24時間の障害になった: メトリクスの急変と漸増を見分ける時系列デバッグ](https://kenimoto.dev/ja/blog/spike-vs-gradient-time-series-debug/) — 2026-06-10 - [AIエージェントの予測を1つの数字で信じるな — Simulatorは点推定でなく確率分布を返すべき](https://kenimoto.dev/ja/blog/simulator-distribution-not-point-estimate/) — 2026-06-09 - [サブエージェントにメインの記憶を渡すのは事故だった：7ファイルのうち4つは遮断すべき](https://kenimoto.dev/ja/blog/sub-agent-memory-isolation/) — 2026-06-08 - [バリデータがバグっていた — 「安全です」と報告するシステム自身が壊れているとき](https://kenimoto.dev/ja/blog/validator-was-the-bug-grey-failure/) — 2026-06-07 - [「とりあえず全部許可」でClaude Codeを動かすと、.envの秘密がそのままAnthropicに渡る話](https://kenimoto.dev/ja/blog/claude-code-deny-rules-env/) — 2026-06-06 - [店舗LLMOの答えはllms.txtでなくGBPだった — 私が綺麗に書いたファイルを、AIは一度も引用しなかった](https://kenimoto.dev/ja/blog/llmo-local-business-gbp-not-llmstxt/) — 2026-06-05 - [Claude Codeに渡すコンテキストを足すのをやめた — ツール出力を間引いたら長時間タスクの精度が戻った](https://kenimoto.dev/ja/blog/stopped-adding-context-pruning-recovered-accuracy/) — 2026-06-04 - [「稼働率99.5%」と「5,000件の決済失敗」は同じ事実 — 障害報告のフレーミングが緊急度を反転させる](https://kenimoto.dev/ja/blog/incident-framing-99-percent/) — 2026-06-03 - [午後3時、あなたのコードレビュー承認率はほぼ0%になる：決断疲労の科学とAIエージェント時代の処方箋](https://kenimoto.dev/ja/blog/decision-fatigue-3pm-code-review-approval/) — 2026-06-02 - [ページ単位のSEOはAIに見えていない: 引用されるのは「パッセージ」だった](https://kenimoto.dev/ja/blog/passage-design-ai-citation-not-page-rank/) — 2026-06-01 - [Claude Codeを/clearせず9時間動かした日、コンテキストはどこで腐り始めたのか](https://kenimoto.dev/ja/blog/claude-code-9h-context-rot-token/) — 2026-05-31 - [Claude Code Skills は発火しなくてもトークンを食う — 5 Skills × 7時間セッションで「使われなかった」3つが18%食べていた](https://kenimoto.dev/ja/blog/skills-loaded-3-never-fired-18/) — 2026-05-30 - [AIエージェントを7本cronで毎日回したら、2本が18日間沈黙していた — observabilityでは拾えず、exit-code契約で拾えた話](https://kenimoto.dev/ja/blog/seven-cron-agents-18d-silent/) — 2026-05-28 - [Claude Codeを3セッション並列で8時間動かしたら、2回コンテキストを上書きしあった](https://kenimoto.dev/ja/blog/three-claude-sessions-parallel-8h-context-overwrite/) — 2026-05-27 - [5つのAI検索に『kenimoto.devを引用して』と頼んだ。記事31本のうち出てきたのは3本だった](https://kenimoto.dev/ja/blog/five-ai-engines-cite-my-blog-three-of-thirty-one/) — 2026-05-26 - [JSON-LDを11スキーマ入れた。3ヶ月測ったら、AIが拾っていたのは3つだけだった](https://kenimoto.dev/ja/blog/json-ld-11-only-3-cited/) — 2026-05-25 - [コードレビューを6段階にしたら、AIと人間の分業が見えた](https://kenimoto.dev/ja/blog/code-review-6-stages-ai-human-boundary/) — 2026-05-24 - [robots.txtにAIクローラー13個の個別ルールを書いた。30日後、守ったのは3つだけだった](https://kenimoto.dev/ja/blog/robots-txt-ai-crawler-rules-30-days-only-3-followed/) — 2026-05-24 - [AI Overviewsに載るための4条件を30日試した。効いたのは1つだけだった](https://kenimoto.dev/ja/blog/ai-overviews-4-conditions-30-days-only-one-worked/) — 2026-05-23 - [他のエージェントを監査する4層目を足したら、Strategistが3週間サボっていたことが発覚した話](https://kenimoto.dev/ja/blog/evolver-4-layer-strategist-procrastination-audit/) — 2026-05-22 - [ブログを4言語化したら、ポルトガル語版だけ流入が約4倍になった - 22日分の生データ](https://kenimoto.dev/ja/blog/4-languages-30-days-portuguese-4x-traffic/) — 2026-05-21 - [Claude Code Skills を10個書いたら、4個に統合された — Reusable Pattern が回り始める瞬間と回らない瞬間](https://kenimoto.dev/ja/blog/claude-code-skills-10-to-4-integration-pattern/) — 2026-05-20 - [Claudeに先週47回『おっしゃる通りです』と言われた。そのうち11回は私が、36回はClaudeが間違っていた。](https://kenimoto.dev/ja/blog/claude-osshatoori-47kai-sycophancy-jissoku/) — 2026-05-19 - [同じサイトを7つのAI引用トラッカーに入れたら、7つとも違う数字を返してきた](https://kenimoto.dev/ja/blog/seven-ai-citation-trackers-different-numbers/) — 2026-05-18 - [30日間サーバーログを見続けて分かった、私のサイトを最も叩いた5つのAIクローラー - そこから読めるLLMOシグナル](https://kenimoto.dev/ja/blog/five-ai-crawlers-30days-server-log/) — 2026-05-17 - [ClaudeをカオスエンジニアリングのMCPサーバーに繋いだら、ステージングを4回殺した — 6ヶ月見逃していた本番バグを見つけた話](https://kenimoto.dev/ja/blog/claude-chaos-engineering-mcp-staging-4-kai-koroshita/) — 2026-05-16 - [Claudeが3回連続でバグを「隠す修正」を出してきた話 — デバッグ10の技法をプロンプトに翻訳する](https://kenimoto.dev/ja/blog/claude-bug-kakushi-debug-10-techniques-prompt/) — 2026-05-15 - [Strategist に WebSearch を持たせたら 5テーマ選びに 20分かかった - Observer / Strategist / Marketer 3役分離で 3分にした話](https://kenimoto.dev/ja/blog/observer-strategist-marketer-3-yaku-bunri/) — 2026-05-14 - [音声AIスタックを5つ実測した。300msの壁を越えられたのは2つだけだった](https://kenimoto.dev/ja/blog/voice-ai-5-stacks-only-two-under-300ms/) — 2026-05-13 - [3人のサブエージェントに同じPRを見せたら、4割の指摘で意見が割れた話](https://kenimoto.dev/ja/blog/three-sub-agents-pr-review-40-percent-disagreement/) — 2026-05-12 - [他社の llms.txt を30個監査したら、すでに5つのアンチパターンが形になっていた](https://kenimoto.dev/ja/blog/llms-txt-audit-30-files-5-anti-patterns/) — 2026-05-11 - [SEOが壊れる日 — 私のAIエージェントは、もうGoogleを見ていなかった](https://kenimoto.dev/ja/blog/llmo-three-paths-introduction/) — 2026-05-10 - [CLAUDE.md は結局 Context Engineering を1ファイルに凝縮したものだった](https://kenimoto.dev/ja/blog/claude-md-context-engineering-practice/) — 2026-05-09 - [同じ質問なのに、LLMから5つの違う回答が返ってきた — Context Engineering 入門](https://kenimoto.dev/ja/blog/context-engineering-introduction-five-strategies/) — 2026-05-08 - [JSON-LDで LLM にサイトを「説明」する: 11スキーマ統合実装ガイド](https://kenimoto.dev/ja/blog/json-ld-11-schemas-llm-understanding/) — 2026-05-07 - [ChatGPTからのアクセスは、GA4にどう映るのか - LLMOを数値で把握する3つの方法](https://kenimoto.dev/ja/blog/llmo-measurement-3-methods/) — 2026-05-06 - [15分で終わるLLMO最小実装: llms.txt + JSON-LDで「AIに見つけられる土台」を作る](https://kenimoto.dev/ja/blog/llmo-minimum-implementation-llms-txt-json-ld/) — 2026-05-05 - [新規ドメインの最初の1週間、GA4は嘘をつく: kaoriq.com立ち上げ4日間の生データ](https://kenimoto.dev/ja/blog/new-domain-first-week-ga4-is-a-lie/) — 2026-05-05 - [ChatGPTからの流入を90日で8,337%増やした実装: TRMが採用した4つのLLMO戦略柱](https://kenimoto.dev/ja/blog/llmo-case-studies-trm-8337-percent/) — 2026-05-04 - [AIエージェントは月いくらかかるのか -- API・サブスク・ローカルの損益分岐点](https://kenimoto.dev/ja/blog/ai-agent-cost-structure-breakeven/) — 2026-05-03 - [Claude Code Hooks v2 — 「お願い」を「プログラム」に変える25のイベント](https://kenimoto.dev/ja/blog/claude-code-hooks-v2-25-events/) — 2026-05-02 - [Claude CodeのSub-agent設計 — 1セッションで専門家チームを使い分ける](https://kenimoto.dev/ja/blog/claude-code-sub-agent-design/) — 2026-05-01 - [AIパイプラインが壊れる9つの理由 -- 全部AIの外側だった](https://kenimoto.dev/ja/blog/9-bugs-in-my-ai-pipeline/) — 2026-04-30 - [LLMに「引用したい」と思わせるコンテンツ設計 — Microsoftが明かした3原則](https://kenimoto.dev/ja/blog/llm-content-design-microsoft-3-principles/) — 2026-04-30 - [MCPサーバーに接続しただけでトークンが消える — 4サービスで実測した](https://kenimoto.dev/ja/blog/mcp-token-cost-measurement/) — 2026-04-30 - [Claude Codeで自律型コンテンツパイプラインを構築した話](https://kenimoto.dev/ja/blog/hello-world/) — 2026-04-29 ### Portuguese (Português) - [Eu rodava geração de conteúdo e checagem de pedidos no mesmo cron. Uma API lenta travou tudo por 5 horas](https://kenimoto.dev/pt/blog/cron-unico-time-vs-event-5h/) — 2026-06-10 - [RAG só busca. GraphRAG raciocina. Como o LinkedIn cortou 28,6% do tempo de suporte](https://kenimoto.dev/pt/blog/graphrag-raciocina-linkedin-suporte/) — 2026-06-09 - [Estimei 47 tarefas em 6 meses: a regra do x2 que eu parei de negar](https://kenimoto.dev/pt/blog/estimativa-x2-47-tarefas/) — 2026-06-08 - [Uma escritora publicou um app inteiro escrevendo quase zero linha de código: 9.000 linhas, 20 horas](https://kenimoto.dev/pt/blog/escritora-publicou-app-quase-zero-codigo/) — 2026-06-07 - [Construí tudo no Claude Code. Aí o preço dobrou da noite pro dia](https://kenimoto.dev/pt/blog/dependencia-ferramenta-ia-plano-b/) — 2026-06-06 - [O passo mais valioso da revisão de código por IA não usa IA nenhuma](https://kenimoto.dev/pt/blog/revisao-codigo-ia-passo-sem-ia-tree-sitter/) — 2026-06-05 - [Não automatize tudo: os 4 níveis de delegação que decidem se o Claude Code te ajuda ou atrapalha](https://kenimoto.dev/pt/blog/4-niveis-delegacao-claude-code/) — 2026-06-04 - [Construí o RAG que mandaram fazer (Voyage + vector DB + busca semântica). Depois deletei tudo: o grep venceu.](https://kenimoto.dev/pt/blog/construi-rag-deletei-grep-venceu/) — 2026-06-03 - [O modelo maior mente melhor: por que o Sonnet inventa com mais confiança que o Haiku](https://kenimoto.dev/pt/blog/modelo-maior-mente-melhor-sonnet-vs-haiku/) — 2026-06-02 - [Confiei que a IA me deixava mais rápido. Os dados dizem que fiquei mais lento](https://kenimoto.dev/pt/blog/confiei-ia-mais-rapido-fiquei-mais-lento/) — 2026-06-01 - [O modelo barato + RAG bateu o caro em 223% nos meus testes. Refiz a conta com os preços de 2026.](https://kenimoto.dev/pt/blog/haiku-rag-223-modelo-barato-precos-2026/) — 2026-05-31 - [Skills do Claude Code consomem tokens mesmo sem disparar. Medi 5 Skills em 7 horas — os 3 que nunca rodaram comeram 11% da conta.](https://kenimoto.dev/pt/blog/skills-3-dormentes-18-tokens/) — 2026-05-30 - [Coloquei 7 agentes de IA no cron diário. 2 ficaram em silêncio por 18 dias. Tracing não pegou. Um contrato de exit code pegou.](https://kenimoto.dev/pt/blog/cron-7-agentes-silent-18-dias/) — 2026-05-28 - [Rodei 3 sessões do Claude Code em paralelo por 8 horas. Elas se sobrescreveram 2 vezes. R$ 280 em retrabalho.](https://kenimoto.dev/pt/blog/tres-sessoes-claude-code-paralelo-8h-2-colisoes/) — 2026-05-27 - [Pedi a 5 IAs que citassem meu próprio blog. 31 artigos publicados, só 3 apareceram.](https://kenimoto.dev/pt/blog/cinco-ias-citaram-meu-blog-tres-de-trinta-e-um/) — 2026-05-26 - [Coloquei 11 schemas JSON-LD. Em 3 meses, só 3 foram citados por IA](https://kenimoto.dev/pt/blog/11-json-ld-apenas-3-citados/) — 2026-05-25 - [Reuniões de tech selection levavam 90 min no meu time. 5 min de silêncio cortaram pra 35.](https://kenimoto.dev/pt/blog/reunioes-tech-selection-90-para-35-minutos-brainstorm-silencioso/) — 2026-05-24 - [Por que toda code review vira briga: 5 vieses psicológicos que sabotam seu PR](https://kenimoto.dev/pt/blog/code-review-vira-briga-5-vieses-psicologicos/) — 2026-05-23 - [Adicionei um 4º agente que audita meus outros agentes. Ele pegou meu Strategist enrolando há 3 semanas.](https://kenimoto.dev/pt/blog/quarto-agente-evolver-pegou-strategist-enrolando/) — 2026-05-22 - [Medi quanto o time gasta apontando indentação no PR. R$ 3.600 por mês.](https://kenimoto.dev/pt/blog/medi-revisao-codigo-3600-reais-mes/) — 2026-05-21 - [Traduzi o blog pra 4 idiomas. O português pegou quase 4× o tráfego do inglês.](https://kenimoto.dev/pt/blog/traduzi-blog-4-idiomas-portugues-4x-trafego/) — 2026-05-21 - [Conectei o Claude Code a 4 servidores MCP. Só o handshake queimou 27.000 tokens — e nem foi o pior.](https://kenimoto.dev/pt/blog/conectei-claude-4-servidores-mcp-27k-tokens-handshake/) — 2026-05-20 - [Contei quantas vezes o Claude me disse 'Você está absolutamente certo!' na semana passada. 47 vezes. Em 11 delas, eu não estava. Nas outras 36, o Claude também não.](https://kenimoto.dev/pt/blog/claude-voce-esta-certo-47-vezes-sycophancy-medi/) — 2026-05-19 - [Plugei o mesmo site em 7 rastreadores de citação por IA. Nenhum bateu com o outro.](https://kenimoto.dev/pt/blog/7-rastreadores-citacoes-ia-numeros-diferentes/) — 2026-05-18 - [Os 5 crawlers de IA que mais bateram nos meus sites em 30 dias - o que os logs revelaram sobre LLMO](https://kenimoto.dev/pt/blog/cinco-crawlers-ia-bateram-meu-site-30-dias/) — 2026-05-17 - [Pluguei o Claude num MCP de Chaos. Matou staging 4 vezes pra achar um bug que ignorávamos há 6 meses.](https://kenimoto.dev/pt/blog/claude-chaos-engineering-mcp-matou-staging-4-vezes/) — 2026-05-16 - [Peguei o Claude escondendo meu bug 3 vezes seguidas. Aí virei 10 hábitos de debug em prompts.](https://kenimoto.dev/pt/blog/claude-escondeu-meu-bug-3-vezes-10-habitos-debug/) — 2026-05-15 - [Dei WebSearch ao meu Strategist. 5 temas levaram 20 minutos. Separar em 3 agentes baixou pra 3.](https://kenimoto.dev/pt/blog/tres-papeis-observer-strategist-marketer-separacao/) — 2026-05-14 - [Testei 5 stacks de Voice AI. Apenas 2 ficaram abaixo de 300ms.](https://kenimoto.dev/pt/blog/cinco-stacks-voice-ai-apenas-dois-abaixo-300ms/) — 2026-05-13 - [Coloquei 3 sub-agentes do Claude Code para revisar o mesmo PR. Discordaram em 41% dos comentários.](https://kenimoto.dev/pt/blog/tres-sub-agentes-revisaram-mesmo-pr-40-discordancia/) — 2026-05-12 - [Auditei 30 arquivos llms.txt em produção. 5 anti-padrões já estão se formando.](https://kenimoto.dev/pt/blog/auditei-30-arquivos-llms-txt-5-anti-padroes/) — 2026-05-11 - [Eu troquei Claude Code por OpenClaw por 24 horas. Veja o que quebrou — e o que melhorou](https://kenimoto.dev/pt/blog/openclaw-claude-code-24h-troca/) — 2026-05-10 - [Eu me recusei a escrever spec até o Claude gerar o código errado 3 vezes](https://kenimoto.dev/pt/blog/spec-driven-development-claude-code-3-falhas/) — 2026-05-09 - [Deixei meu agente Claude Code rodar 24 horas sozinho. A conta de R$ 2.000 nem foi o pior.](https://kenimoto.dev/pt/blog/agente-ia-24-horas-incidentes-seguranca/) — 2026-05-08 - [Por que o ChatGPT ignora o seu site (mesmo se você for #1 no Google)](https://kenimoto.dev/pt/blog/chatgpt-ignora-seu-site-llmo/) — 2026-05-07 - [Por que troquei prompt engineering por context engineering](https://kenimoto.dev/pt/blog/contexto-vs-prompt-engineering/) — 2026-05-07 - [Por que parei de usar Cursor e voltei para o terminal](https://kenimoto.dev/pt/blog/parei-cursor-voltei-terminal/) — 2026-05-07 ### Spanish (Español) - [Etiquetar nit vs must en cada PR: cómo bajé el merge de 48h a 24h](https://kenimoto.dev/es/blog/conventional-comments-nit-must-48h-24h/) — 2026-06-10 - [Brave Search LLM Context API: integración paso a paso para tu agente de IA](https://kenimoto.dev/es/blog/brave-search-llm-context-api-agente-ia/) — 2026-06-09 - [Corrí un LLM local en mi GPU sin pagar API: la regla VRAM-a-modelo que evita el OOM](https://kenimoto.dev/es/blog/llm-local-gpu-vram-modelo/) — 2026-06-08 - [Few-shot no le enseña conocimiento a tu LLM: le enseña a decir \"no lo sé\"](https://kenimoto.dev/es/blog/few-shot-no-ensena-conocimiento/) — 2026-06-07 - [Cómo blindar los permisos de Claude Code para que tu agente no filtre secretos](https://kenimoto.dev/es/blog/permisos-claude-code-evitar-fuga-secretos/) — 2026-06-06 - [Por qué Claude ignora tu CLAUDE.md 1 de cada 20 veces (y cómo lo arreglé con exit code 2)](https://kenimoto.dev/es/blog/claude-code-hooks-exit-code-2-reglas-deterministas/) — 2026-06-05 - [Dejé de agregar contexto a mi agente: podar las salidas de herramientas recuperó la precisión](https://kenimoto.dev/es/blog/dejar-de-agregar-contexto-podar-precision/) — 2026-06-04 - [\"99,5% de disponibilidad\" y \"5.000 pagos fallidos\" son el mismo hecho: el framing del reporte cambia la urgencia](https://kenimoto.dev/es/blog/framing-reporte-incidente-99-5/) — 2026-06-03 - [A las 3 de la tarde tu tasa de aprobación en code review cae casi a 0%: la ciencia de la fatiga de decisión](https://kenimoto.dev/es/blog/fatiga-decision-3pm-code-review-aprobacion/) — 2026-06-02 - [El ranking de tu página no le importa a la IA — solo cita pasajes](https://kenimoto.dev/es/blog/ranking-pagina-no-importa-ia-cita-pasajes/) — 2026-06-01 - [Context rot en agentes: 7 pasos para mantener limpia la ventana de contexto (empieza antes de lo que crees)](https://kenimoto.dev/es/blog/context-rot-agentes-7-pasos-ventana-limpia/) — 2026-05-31 - [Los Claude Code Skills consumen tokens aunque no se activen. Medí 5 Skills durante 7 horas — los 3 que nunca dispararon se llevaron el 11%.](https://kenimoto.dev/es/blog/skills-3-dormidos-18-tokens/) — 2026-05-30 - [Programé 7 agentes de IA con cron diario. 2 fallaron en silencio durante 18 días. El tracing no los detectó. Un contrato de exit code sí.](https://kenimoto.dev/es/blog/cron-7-agentes-18d-silencioso/) — 2026-05-28 - [Ejecuté 3 sesiones de Claude Code en paralelo durante 8 horas. Se sobrescribieron 2 veces. Guía LatAm de orquestación segura.](https://kenimoto.dev/es/blog/tres-sesiones-claude-code-paralelo-8h-2-colisiones/) — 2026-05-27 - [Le pedí a 5 IAs que citaran mi propio blog. 31 artículos publicados, solo 3 aparecieron.](https://kenimoto.dev/es/blog/cinco-ias-citaron-mi-blog-tres-de-treinta-y-uno/) — 2026-05-26 - [Agregué 11 schemas JSON-LD a mi blog. Tres meses después, solo 3 aparecieron en las citas de IA.](https://kenimoto.dev/es/blog/11-json-ld-solo-3-citados/) — 2026-05-25 - [Le pedí a Claude que refactorizara 100 funciones. 7 quedaron más lentas en producción](https://kenimoto.dev/es/blog/claude-refactor-100-funciones-7-mas-lentas-produccion/) — 2026-05-24 - [Le dije a Claude Code que hiciera TDD. Escribió el test DESPUÉS del código 6 de 10 veces](https://kenimoto.dev/es/blog/claude-code-tdd-test-despues-codigo-6-de-10/) — 2026-05-23 - [Agregué un 4to agente que audita a mis otros agentes. Detectó que mi Strategist llevaba 3 semanas postergando.](https://kenimoto.dev/es/blog/cuarto-agente-evolver-detecto-strategist-postergando/) — 2026-05-22 - [Traduje mi blog a 4 idiomas. El portugués recibió casi 4× más tráfico que el inglés.](https://kenimoto.dev/es/blog/traduje-blog-4-idiomas-portugues-4x-trafico/) — 2026-05-21 - [¿Cuánto cuesta realmente un agente de IA al mes? API vs suscripción vs local — el punto de equilibrio en USD](https://kenimoto.dev/es/blog/cuanto-cuesta-agente-ia-al-mes-api-suscripcion-local-punto-equilibrio/) — 2026-05-20 - [Conté cuántas veces Claude me dijo '¡Tienes toda la razón!' la semana pasada. 47 veces. En 11 de ellas, yo no la tenía. En las otras 36, Claude tampoco.](https://kenimoto.dev/es/blog/claude-tienes-razon-47-veces-sycophancy-medi/) — 2026-05-19 - [Conecté el mismo sitio a 7 rastreadores de citas de IA. Ninguno coincidió con otro.](https://kenimoto.dev/es/blog/7-rastreadores-citas-ia-numeros-diferentes/) — 2026-05-18 - [Los 5 crawlers de IA que más golpearon mis sitios en 30 días - lo que los logs me dijeron sobre LLMO](https://kenimoto.dev/es/blog/cinco-crawlers-ia-golpearon-mi-sitio-30-dias/) — 2026-05-17 - [Conecté Claude a un MCP server de Chaos Engineering. Mató el staging 4 veces antes de encontrar el bug que llevábamos 6 meses ignorando.](https://kenimoto.dev/es/blog/claude-chaos-engineering-mcp-mato-staging-4-veces/) — 2026-05-16 - [Pillé a Claude escondiendo mi bug 3 veces seguidas. Después convertí 10 hábitos de debug en prompts.](https://kenimoto.dev/es/blog/claude-escondio-mi-bug-3-veces-10-habitos-debug/) — 2026-05-15 - [Dividí mi agente en 3 roles y elegir 5 temas pasó de 20 a 3 minutos](https://kenimoto.dev/es/blog/tres-roles-observer-strategist-marketer-separacion/) — 2026-05-14 - [Medí 5 stacks de Voice AI. Solo 2 se mantuvieron bajo los 300ms.](https://kenimoto.dev/es/blog/cinco-stacks-voice-ai-solo-dos-bajo-300ms/) — 2026-05-13 - [Pedí a 3 sub-agentes de Claude Code que revisaran el mismo PR. Estuvieron en desacuerdo en el 41% de los comentarios.](https://kenimoto.dev/es/blog/tres-sub-agentes-revisaron-mismo-pr-40-desacuerdo/) — 2026-05-12 - [Audité 30 archivos llms.txt en producción. 5 anti-patrones ya se están formando.](https://kenimoto.dev/es/blog/auditoria-30-archivos-llms-txt-5-anti-patrones/) — 2026-05-11 - [OpenClaw, Claude Code y Cursor: la guía LatAm para elegir tu primer agente autónomo en 2026](https://kenimoto.dev/es/blog/openclaw-claude-code-cursor-guia-latam/) — 2026-05-10 - [Spec-Driven Development con asistentes de IA: la guía LatAm para escribir specs antes del primer prompt](https://kenimoto.dev/es/blog/spec-driven-development-asistentes-ia-guia-latam/) — 2026-05-09 - [Dejé a mi agente Claude Code corriendo 24 horas. La cuenta de USD 400 fue lo de menos.](https://kenimoto.dev/es/blog/agente-ia-autonomo-24-horas-seguridad/) — 2026-05-08 - [Por qué dejé el prompt engineering por la ingeniería de contexto](https://kenimoto.dev/es/blog/ingenieria-de-contexto-vs-prompt/) — 2026-05-07 ## Research Papers (Zenodo) - Excess Vocabulary in Japanese AI-Generated Text — [DOI:10.5281/zenodo.19233934](https://doi.org/10.5281/zenodo.19233934) - AI Text Slop: Stylistic Convergence Across Six LLMs — [DOI:10.5281/zenodo.19173035](https://doi.org/10.5281/zenodo.19173035) - AI Blue: Color Recognition Bias in Vision-Language Models — [DOI:10.5281/zenodo.19159702](https://doi.org/10.5281/zenodo.19159702)