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In the older models studied, fitting information into the context did not guarantee that it would be used reliably.
A study of older models answering questions from documents — not a test of today’s chat products or personal long-term memory.
Make the answer checkable: define what matters, ask for source locations, then verify each central conclusion in the original.
Tried on one short, fictional document case in a separate Codex agent. It does not establish general accuracy, completeness or an improvement over another method.