Enterprise AI Adoption, Use, Evaluation, and Governance in Practice
Read by Goal
Choose a reading path for one of four goals: implementing AI agents in business workflows, designing quality, safety, and governance, practicing harness engineering, or managing generative AI costs.
Design AI Quality, Safety, and Governance
Practice Harness Engineering
Manage Generative AI Costs
Read the Latest Articles
Explore the latest articles to catch up on AI trends.
What Is Harness Engineering? A Three-Layer AI Development System
AI gives different answers to the same question, and it does not remember previous sessions. This article explains how I use the term Harness Engineering for this site's AI operation practices.
Three Criteria for Evaluating Harness Engineering Benefits
A three-part framework—repeatability, specificity, and verifiability—for deciding which recurring AI workflow problems belong in a harness.
One Page, One Topic: How to Clarify Search Intent
Criteria for keeping related material together or splitting it into separate articles, using the reader’s question, search intent, and update scope while retaining necessary supporting explanations.
Review Criteria for Code Created by Coding Agents: Priorities by Change Type
A review table for code created by coding agents, separating external connections, data changes, calculation and transformation logic, and UI code by verification priority.
What Work to Delegate to AI: Three Decision Criteria
A pre-delegation risk check for AI tasks, using reversibility, scope of impact, ease of verification, and the human decisions that should remain under human control.
Four Rules for Editing AI Drafts into Business Japanese
AI-created Japanese drafts are often not suitable for business documents as-is. This article categorizes four common expression patterns and provides concrete rewriting examples for each.
Five Causes of Mermaid Rendering Failures in AI Drafts
A record of five specific patterns where AI-assisted Mermaid diagrams failed to render correctly, including special characters, arrow direction, label length, Japanese text, and nested structures.
How to Write CLAUDE.md: Three Types of Effective Instructions
How to write CLAUDE.md to give Claude Code project context, with before-and-after examples and the boundary between guidance and enforcement.
How to Set Up and Verify Google Analytics on Vercel
A step-by-step guide to setting up Google Analytics in a Vercel environment, covering measurement IDs, environment variables, and an Astro component.
What Is AI Learning Playground? Practical Enterprise AI Learning
A guide to the structure of AI Learning Playground and where to start learning generative AI, organizational adoption, development, and governance.