Perspective

Writing & guides

Field notes on AI visibility: how the web becomes training data, and what that means for being seen.

September 3, 2026 Why Common Crawl Skipped Your Site CCBot does not follow links continuously. It fills its queues before each crawl and gives every domain a budget set by harmonic centrality.
August 13, 2026 Crawled Is Not Cited Being in the crawl, being in the training data, and being retrieved in an answer are three different things. Most audits stop at the first and call it done.
July 30, 2026 The Token-Efficient Claude Code Playbook Getting the best from Claude Code on the fewest tokens comes down to one idea: protect the context window. A practical playbook, from MCP setup to the habits that make it stick.