Parse messages with purpose.
Scope mailbox access, parse message parts, and separate useful fields from unrelated personal information.
Journal topic
Evidence.
Connected reading.
Follow one idea across sources, formats, and implementation choices.
3 RELATED ARTICLESImportant fields should be traceable to supporting source material where retention and permissions allow it. These articles explore evidence references, reviewed examples, and the distinction between an extracted fact and an inferred value. Use them when a plausible response is not sufficient for the downstream task. A source span helps review, but it must actually support the value and refer to the correct item.
Extract meaning. Keep proof.
Design narrow text tasks, constrain untrusted content, and accept fields because the source supports them.
Documents into evidence.
Separate recognition from interpretation and build evaluation, validation, and human review into document extraction.