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Writing

Long read, October 26, 2025

why citation is the product, not a feature

Marek WojciechowskiStaff Engineer, Retrieval5 min read

The problem

This one comes up in almost every matter review, and the answer is less settled than the confidence around it suggests.

What we do about it

In the current build this runs as part of the standard pass, so it applies to every document in the set rather than only the ones someone thought to check.

Where it breaks

Scanned originals with poor image quality remain the weakest input. So do agreements that were assembled from three precedents and never reconciled, which is common in long-lived supplier relationships.

None of this removes the reviewer. It moves the reviewer to the part of the work where judgement actually pays.

litigationpractice

Working notes from the Lawrs team. General information about legal technology and practice, not legal advice.