Field notes

Notes from the entity ledger

The notebook studies how expert firms become readable, distorted, or invisible inside AI search and machine summaries. I publish one field note each week, one teardown of a public AI-search pattern every two weeks, and one longer essay each month on entity hygiene, structured data, brand facts, citation gaps, and category drift. The writing is practical, but it keeps some dirt under the fingernails.