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Build log, August 12, 2026

Build log: citation grounding that survives document renumbering

Priya RaghunathanDirector of Research7 min read

The problem

We keep coming back to citation grounding that survives document renumbering, because the cost of a miss here compounds across a portfolio.

In testing, the gap between a fast pass and a careful pass was not accuracy on the central question. It was whether the reviewer noticed the interaction with an adjacent provision.

What we do about it

Our approach is to index the document twice: once by structure, once by defined term. Findings then carry a pointer back to both, so a reviewer can confirm a conclusion without re-reading the agreement.

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.

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