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Preet Karia

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#software testing Open access Sep 2026

Verified Small-Model Document Extraction for the Financial Close

We describe the document-reading model behind Money Maxer, an agent finance team that closes a simulated month for a mid-market software company. The system's premise is that no agent is trusted: every journal entry is re-performed by a small deterministic kernel before it can post. Inside that design we ask how small,...

Preet Karia, Karan Singh Bisht, Atharv Mungale · 0 citations

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