highlight · part i · 1

A spreadsheet, filled in by AI.

Every row is a document. Every column is a question.
Every cell is an answer linked to its evidence.


A spreadsheet where each row is a document, each column a codebook question, and each cell an answer extracted by AI.

There are two reasons that each cell carries its chain of thought:

  1. For the AI reader. The evidence is a quote from the document and the reasoning that turned that quote into an answer. Writing the chain prevents hallucination — context the reader can't skip.
  2. For you. Click any cell and the full chain is there to audit: the quote, the reasoning, the assumptions, the answer.
The reasoning trace for one cell: document link, field, question, answer, certainty, key quotes, reasoning, assumptions.
One cell, unfolded.
@karlrohe