May 2026

Claude Code Setup: The Infrastructure That Makes Agent Outputs Consistent

Most people set up Claude Code the same way. They create a CLAUDE.md, maybe add a few skills, and start running tasks. The folder structure looks right. The outputs vary anyway. The gap isn’t in how the folder is organized. It’s that organization and reliability are different problems, and only one of them gets covered […]

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Entity Disambiguation and Knowledge Graph Entry: How to Teach Google Exactly Who You Are

Before Google can cite your page in AI Overviews, surface your Knowledge Panel, or give you entity-level authority on a topic, it has to be certain about something more basic: that it knows which entity you are. Not just that a “Michael Cortez” exists somewhere on the internet – but that the Michael Cortez writing

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Entity Signals That Drive Google AI Overview Citations (and How to Audit Yours with Claude)

Google AI Overviews do not pull citations from the top-ranked pages the way most SEOs assume. An Ahrefs study of 300,000 keywords and 4 million AI Overview URLs found that only 38% of cited pages rank in the top 10 for the same query. As recently as late 2024, that number was 76%. The shift

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Google Ads AI Max in 2026: The September Deadline, What Got Smarter in April, and How to Audit Your Account with Claude

Google made three significant changes to AI Max on April 30, 2026: the feature is now out of beta, it expanded into Shopping and travel campaigns, and a new natural language control called AI Brief gives advertisers a way to guide the AI using plain language instead of keyword lists. Separately, Google confirmed that Dynamic

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entity co-occurrence guide

How to Map Entity Co-Occurrence Gaps with Claude Code (2026)

Entity co-occurrence is one of the least talked-about ranking signals in SEO, and one of the most measurable. When Google repeatedly sees two entities appear together across thousands of web pages — “fence contractor” alongside “HOA approval,” or “mortgage broker” alongside “debt-to-income ratio” – it learns that those concepts belong together. Pages that cover a

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