review

"AI is intervening deeply in the result display of local searches, as Google integrates Search Generative Experience (SGE) and Gemini. Simply ‘posting’ information alone is no longer enough to be evaluated by the algorithm."

"QAI Checker is a system that uses AI to read multiple documents, such as approval documents and manufacturing procedure manuals, and automatically identifies discrepancies in numbers, omissions in processes, and inconsistencies in expressions."

"Code tasks show Claude to be the most reliable."

"They’re the noises of the living Earth, but as loud as all these things are, they emit even more acoustic energy below the threshold of human hearing, at frequencies of 20 hertz or lower."

"This tool aims to make Claude Code run more safely and faster."

"Claude Code's plan mode is powerful. You enter a read-only research environment with Shift+Tab twice, analyze the codebase, and then create an implementation plan. Because you can check 'what to change and how' before implementation, rework is greatly reduced."

"The conclusion is that with a 10-minute setup, you can get a review just by writing @claude in a PR."

"Self-reported, “自即日起，所有技术研发人员（含技术线 CTO）必须使用 OpenAI Codex 或 Claude Code，将开发效率提升至少 50%，任何技术线 Leader 和员工都不能豁免。”"

"The two new skills added to Claude Code, /simplify and /batch, automate these two pains."

"This article details how to leverage Claude Code with GitHub Actions."

"PRのURLを渡すだけで、以下が自動で出力されるレビュー支援ツールが欲しかった。"

"Simple apps → AI is sufficient; Complex apps → AI generation + human review is optimal."

"The reviewer stated, "The AI-generated code is more organized than code written by a new hire.""

"To prevent the 'it seems good' approval, understanding checklists are incorporated into the MR template."

"Claude CodeのPlan Mode終了をフックで捉え、PlanをCodex CLIまたはGemini CLIに送ってレビューさせるCLIツールです。"

"Code review has transformed from mentoring into "AI code inspection work.""

"Metacritic’s co founder Marc Doyle told me that he had removed both that review and a “handful of others” before issuing a large statement confirming Metacritic’s AI policies:"

"In this method, AI is separated into the following five independent roles: PM/Scrum Master, Coding Agent, Code Reviewer, System Auditor, and User/Operational Support."

"AI-native development is a development method that incorporates AI as a member of the development team and structurally redesigns the roles of humans and AI."

"Metacritic's policy is to never include an AI-generated critic review on Metacritic and if we discover that one has been posted, we'll remove it immediately and sever ties with that publication indefinitely pending a thorough investigation."

"This article is written for those engineers who have started using AI in their daily work but are not utilizing it effectively, and those who want to optimize tasks such as code review, debugging, and design."

"One AI's suggestion was criticized by another AI, with one suggestion being rejected as 'counterproductive'."

"By adhering to these three principles, the practical use of Claude Code saw a two-level increase in perceived accuracy."

"This article practically explains how to write code that doesn't get pointed out, with a shift-left strategy combining CLAUDE.md, Sub-Agent, SKILL.md, and verify.sh."

"In the AI era, the priority shifts: it's more effective to enhance 'validation ability (the ability to spot errors)' before focusing on implementation skills."

"The most effective combination is this: test-driven development + automated gates."

"MIT Technology Review Japan released e-mook Vol.82 / 2026.02."

"Claude Code Action is a mechanism that allows you to run Claude on GitHub Actions workflows and automate development tasks based on issues and pull requests."