Like most efforts to unmaks satoshi, the whole piece is a long exercise in confirmation bias. He pours over posts to find specific shared writing tics, then feeds those specific tics into an LLM to 'eliminate' other suspects? All because more unbiased approaches carried out by the academic were inconclusive.