Step
What happens
Where your method goes in
01Choose the reading
the system, from your bundle
Up to 80 numbered excerpts: anchors first, then what is new, then the rest in turn. Open full text, abstracts where allowed, your Zotero highlights. Never retracted or closed text.
Your anchors and highlights decide what is read. Change the centre, the size, what counts as evidence.
Up to ten claims, each citing one to four excerpts with a word-for-word quote. It is told what earlier nights concluded and asked what is new.
The instructions are plain text: ask for contradictions, methods, your theoretical lens. Sensitive material can stay on a local model.
03Check the quotes
no model
Every quote must appear word for word in the excerpt it cites. A source that fails is dropped; a claim with none left is never saved.
The one step not to soften.
04Verify
GLM-5.3, another model family
Reads each claim against the full text it cites: supported, partly supported or not, with a reason.
Choose the checker, sharpen what the verdicts mean, or make a colleague the checker.
Ties each claim to the first one that said the same, and marks it new, a repeat, or extended by a new paper.
Decide what counts as saying the same thing.
Read the trace before you repeat a claim. Take a paper that does not belong out of the bundle, and say why.
This is the method. The rest makes it possible.
The model never searches. It reads what the system and you have chosen, and every sentence it writes has to point back into that. So far: 524 claims checked, 429 supported, 94 partly, 1 not.